The clipboard felt like a brick in Maya's hand. The coach's voice, usually a comforting rumble, now grated on her nerves. She glared at the list, the names swimming before her eyes. *Not on the varsity team?* That wasn't supposed to happen. She'd put in the work. Every early morning practice, every grueling workout, every sacrifice.

Her jaw clenched, and she balled her hands into fists. She didn't say a word, just pivoted on her heel, the gym doors swinging shut behind her with a definitive *thwack*. The cool October air did nothing to calm the heat that had flared up in her chest.

She went straight to the track and started running, harder and faster than she had ever run before. Each stride was a protest, each lap a furious declaration. Sweat stung her eyes, blurring the edges of the world, but she didn’t slow down.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349