He paced the cramped apartment, his footsteps a rhythmic tattoo against the worn wooden floorboards. The email notification was a punch to the gut: his essay, his most personal writing, now a model for other applicants. The thought of it, of being on display, made his chest tighten.

He rubbed his temples, feeling a headache begin to throb behind his eyes. The coffee he’d brewed an hour ago sat cold on the counter, untouched. Every day felt the same lately, a repeating loop of uninspired tasks and unfulfilled desires. A weight rested on his shoulders, making him hunch.

“Unbelievable,” he finally said aloud, his voice flat. He needed to get out, he thought, to feel anything other than this creeping sense of inertia. He grabbed his keys, knowing he'd end up just walking in circles around the block.

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