A muscle in Sarah’s jaw twitched as she listened to the coach's explanation. She barely acknowledged his words, her focus entirely on her own internal monologue. She looked at the other athletes. They were celebrating; they were excited. She felt nothing but a cool, detached resentment.

She turned and left. Instead of heading home, she drove straight to the training facility, her hands gripping the wheel. She entered the empty gym, the silence amplifying the thrumming in her ears. She set up her equipment. She was going to train, and she was going to train until she collapsed.

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