The phone rang, and the caller ID showed a number she didn't recognize. She hesitated, staring at the screen. The message, she imagined, was about the letter. Her father, the letter stated, had another daughter. She let the phone ring. Then, she turned it off.

Later that evening, the house felt empty. She had made a point of rearranging the furniture, shifting the pieces in a way that felt foreign, uncomfortable. She opened all the windows, letting the night air rush in. She would not accept this new reality. She would not let this intruder change anything. She switched off the lights and went to bed.

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