He hadn't slept well since the discovery. He tossed and turned, the image of his roommate, David, hunched over his journal, replaying in his mind. He needed to avoid him.

He woke up earlier than usual, showered, and left the dorm before David was even awake. He spent the entire morning in the campus coffee shop, nursing a single cup of lukewarm coffee, lost in thought. He didn't want to talk. He did not want to see him.

Returning to the room, he saw David's half-hearted attempt at an apology scrawled on a sticky note. He threw it away. He would not give in so easily. He would not give David the satisfaction of a quick resolution. He was not finished yet.

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