The rhythmic clatter of the drum machine filled Liam's small apartment, a familiar yet unwelcome soundtrack. He glanced at the overflowing ashtray, the overflowing beer cans. Each beat felt like a hammer blow against his skull.

He switched off the music and slumped against the wall. The silence was deafening. He ran a hand through his hair, tugging at the strands. The complaint notice from downstairs lay crumpled on the floor.

He stared at the blank screen of his laptop, a half-finished music project open. Inspiration seemed to have abandoned him. He considered deleting everything, starting over, but the thought filled him with a weariness that made him want to lie down.

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