The shared Uber ride was a disaster from the start. Both women, forced to share the backseat, were silent, each radiating tension. Sarah, whose hand nervously clutched her handbag, risked a glance at her companion. The other woman, dressed in a sharp business suit, stared out the window with a look of icy composure.

The driver, oblivious, attempted to make small talk. Neither woman responded. The silence grew heavier with each passing block. The suit-clad woman’s lips were a thin, tight line.

Finally, the car stopped. The suit-clad woman paid the fare. She didn't look at Sarah. She was not going to make it easy. She wouldn't apologize. Not yet.

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