The meeting had been particularly infuriating. The proposed changes to the marketing strategy felt like an insult to everything she believed in. She was angry. As she walked back to her desk, she found herself face-to-face with Ben.

“I was just telling them about…” he started, then paused, looking at her intently. "Remember that summer camp?"

She cut him off. "Camp Whispering Pines." The words were delivered like a punch.

Ben's expression fell. He attempted to smile, but his eyes betrayed his disappointment. She did not reciprocate the smile. She went back to her computer, shutting him out.

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