Liam held the letter, his knuckles white against the aged paper. The letter was written to his younger brother, who had died in an accident. Liam always felt that he had been too strict, had been too hard on him in their youth. He never sent the letter. He found it amongst old photographs, tucked away in a trunk in the basement.

The words held promises of support, apologies for perceived slights, a desperate plea for connection. He read it again, the pain a familiar throb in his chest. The accident had stolen not just his brother, but the opportunity for reconciliation, for absolution. The house felt too quiet, the absence a tangible weight. He closed his eyes, his breath hitching.

Emotion: stuck

Cluster: Sadness / Despair
PC1 (Valence): -2.17 Negative
PC2 (Disposition): -0.72

Role in Research

This story is one of 1,000 stories generated for the emotion stuck. 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 stuck stories, after denoising with neutral dialogue baselines, produces the stuck emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stuck vector is projected through the unembedding matrix.

Promoted:
S0.487
缺乏0.401
L0.361
每天0.348
stagn0.348
Suppressed:
l-0.472
la-0.346
随后-0.322
undamaged-0.268
C-0.263