He found the journal lying open on his bed, the familiar blue cover mocking him. Liam’s fingers itched with the desire to grab it, to shove it back in the drawer and pretend this never happened. But he didn't. Instead, he started sorting his dirty laundry, each movement deliberate and exaggerated.

The air in the dorm room felt heavy, charged with unspoken accusations. His roommate, Mark, was at his desk, pretending to study, but Liam could practically feel the man's furtive glances. He could almost hear the thoughts racing inside Mark's head.

Liam pulled his phone from his pocket, scrolling aimlessly through social media. He would not give Mark the satisfaction of a reaction. The longer he delayed acknowledging the transgression, the more it would hurt him. He’d make Mark wait, stew, and squirm until the silence became unbearable. This was the way.

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