He stared at the map spread across the kitchen table. Mark traced the route his new profile recommended, the path to a city he'd never seen, a place where his biological family might live. He did not know how he felt about the information, only the heavy feeling in his chest.

The apartment walls seemed to be closing in on him. His job felt meaningless, the routines he performed day after day a waste of time. He was not sure how to approach it all, but he knew he must leave.

He felt the sudden urge to smash something, to break the stillness. He picked up his coffee cup and walked towards the sink, careful not to break it. He threw the cup in the sink, slamming it down. He walked away from the sink and looked for a jacket.

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