Michael stared out the dusty window, the setting sun painting the empty diner in hues of orange and purple. The grease-stained counter mirrored his own internal turmoil. He’d found the letter tucked within a cookbook, a missive to his father. He hadn't seen the man in twenty years, not since a bitter argument over Michael's life choices.

The words, penned with youthful defiance, outlined his dreams, the paths he hoped to forge. The ambitions felt laughable now, mere echoes of a younger man. The diner, the only business he could scrape together, felt like a cage. He ran his hand over the worn countertop, a dull ache throbbing in his temples. He read the letter again, the phrases seeming to indict him. He felt the words pierce him, as if his youthful, optimistic self was judging him.

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