The car ride to the party was a silent torture. Liam gripped the steering wheel so tightly his knuckles were white. His mother, always so effervescent, looked radiant tonight. Her laughter, usually a source of comfort, now grated on his nerves. He was supposed to be happy for her, to share in the joy of her new beginning. But a sense of despondency kept him rooted in place.

He glanced at the draft of his speech, crumpled in the passenger seat. He had the words, the structure, the perfect anecdotes. But the feeling that he was only going through the motions was overwhelming. He felt he was in a deep hole, unable to reach up for the ropes to pull himself out. He imagined himself standing before the crowd, his voice flat, his gaze unfocused, his words echoing in the vast expanse of nothingness.

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