Sarah refused to use the new gym. Mr. Harrison, her neighbor, had built it with the profits from his tech company. The gym was state-of-the-art, with all the latest equipment. Sarah didn't care.

She continued her usual morning routine, ignoring the gleaming facade of the building. She would do her exercises in her cramped apartment, using her old weights. She wouldn't sign up, wouldn't be seen there.

She pushed herself through a grueling workout, her muscles burning. Afterwards, she showered, the hot water washing away the anger, but not the feeling of having to prove something.

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