The coffee tasted like ash. Sarah glared at the latte, its foam swirling in a way that seemed mocking. Professor Anya's departure was all anyone in the department was talking about. Sarah, however, pretended it didn't affect her. Her research was her own.

She spent the afternoon holed up in her office, ignoring the concerned glances from her peers. The stacks of books surrounding her felt like a shield. She didn't need to ask for help or advice.

She meticulously rewrote the introduction to her thesis, word by word, as if by controlling the text, she could control the chaos that was brewing within her. She was fine. She had to be.

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