A vein pulsed in Marcus's temple as he slammed the locker door. The metallic clang echoed in the empty gymnasium. He’d poured everything into this tryout, every ounce of his energy and dedication. Now, this. He felt the familiar heat rising in his chest, a refusal to believe the outcome. He clenched his fists, knuckles white against the worn wood of the bench.

He skipped the celebratory pizza with his friends, the thought of socialising utterly repulsive. Instead, he grabbed his basketball and headed for the outdoor court, the biting evening air doing little to cool his anger. He wasn’t going to let this be the end. He was going to spend every spare moment honing his skills, perfecting his shots, until they had no choice but to admit he deserved a place.

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