He found the box tucked away in the back of the garage, the cardboard warped and stained. Liam ran his hand through his hair, a gesture that had become almost involuntary lately. Inside, nestled amongst moth-eaten shawls and yellowed letters, were photos of his father. Not the stern, reserved man he knew, but a young, carefree version, draped in the arms of a woman who wasn't his mother. Liam's breath hitched. He’d always felt a disconnect from his father, a wall he couldn’t seem to penetrate. This revelation, this visual betrayal of a carefully constructed narrative, settled like a lead weight in his stomach. He felt a creeping pressure he couldn't name, a constricting band around his chest.

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