David slammed the box shut, the sound echoing in his small apartment. The draft resignation, from his mother, from a career she supposedly loved, felt like a slap in the face. He’d found it while cleaning out her apartment, after the move.

He paced the length of his living room, his hands shoved deep in his pockets. The letter expressed a longing for creative freedom. He felt a deep ache within him, a kind of internal paralysis. He was a lawyer, just like his mother had wanted him to be, and he was completely and utterly…empty.

He stared out the window at the city lights. He felt the world closing in, shrinking with every passing day. He knew, with a certainty that settled in his bones, that he needed to change his life. Immediately.

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