The apology note had been taped to the door of their dorm room. A hastily scrawled message, offering a half-hearted expression of regret. He saw it and ripped it down. He wouldn’t be appeased so easily.

He ignored the text message that arrived moments later, the desperate emojis conveying remorse. He wouldn't engage. She should know better. The impulse to reply and yell was strong but he would show her.

He slammed his backpack on the floor, the sound echoing in the silent room. He didn't have to say a word. He would not respond. He would not acknowledge it. He was going to spend the whole evening in the library, and she was not invited to join him.

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