He’d been trying to befriend her for weeks, offering to cover her shifts, complimenting her meticulously organized desk. She’d responded with a shrug and averted eyes, a silent wall built of indifference. Today, however, seemed different. Mark had brought a plate of cookies for everyone, and, as she was about to take one, a glint of recognition crossed his face.

“Wait a minute,” he said, his voice hesitant. "Summer camp?"

She paused, hand hovering over the cookie. The office air felt thick, the hum of the air conditioner a sudden intrusion.

“Rainbow Ridge, right?” he pressed.

She finally took the cookie, but avoided his gaze. She took a big bite as if to say, "so what?". Her jaw locked with a tight snap.

Later, she found herself lingering by the water cooler as Mark was telling another coworker about a shared experience from the camp. His voice was warm and friendly. She took a long drink, feeling the cold water scorch her throat.

“You remember the talent show?” he was asking. "I did a magic act that completely bombed."

She straightened up, tossing her empty cup into the recycling bin with unnecessary force. "I do," she said, her voice flat. "I was on the dance team." She walked back to her desk, the click of her heels a deliberate, dismissive rhythm.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385