The receptionist had been polite, overly so, and it had only fueled Clara’s ire. She tapped her foot impatiently, the sound a staccato rhythm against the silence of the waiting area. Seeing her old adversary, Jason, who had once held her head underwater at the pool, was an affront.

When her name was called, she walked with slow, deliberate steps, each one a testament to her lack of cooperation. She slammed the door shut behind her, the sound echoing in the room.

"Clara," Jason said, his voice level. She fixed him with a stare, her expression impassive. She looked around the office, then back at him. "I'm not staying," she said.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391