The silence in the room was almost as heavy as the box she was rummaging through. Eleanor's grandmother had always been a quiet woman, a seamstress who lived a simple life. The photo she held, however, contradicted everything she thought she knew. Her grandmother, in a daring red dress, holding hands with a man who was not her grandfather.

Eleanor's fingers trembled as she held the photo. The man was laughing, his eyes full of affection. She felt a familiar knot forming in her stomach. That wasn't her grandmother. This was just some other woman. She would just file it away and forget. She refused to acknowledge this as true.

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