He glared at the email notification, his knuckles white against the desk. Accusation. A single word that managed to curdle his blood. It was his work. He’d toiled over it for days, fueled by coffee and a burning desire to prove himself.

A hot flush crept up his neck. He wanted to scream, to smash something. Instead, he typed a curt reply, a single sentence demanding a meeting to “discuss this matter.”

He found himself pacing the hallway outside the dean's office, hands shoved deep in his pockets. The air felt thick, suffocating. He wouldn’t apologize. He wouldn’t admit fault. They were wrong.

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