The news arrived via email, the impersonal subject line a slap in the face. Liam’s palms began to sweat as he read the words, a knot forming in his stomach. He felt the blood drain from his face. His carefully constructed plans, the elaborate scaffolding of his future, suddenly dissolved.

He slammed his laptop shut, the sound echoing in the small, cramped room. He wanted to shout, to rage, but the words caught in his throat. He paced his apartment, back and forth, the worn carpet a path to nowhere.

He kept replaying the scene in his head, the hopeful feeling he’d had when he’d first sent the application. That feeling seemed so distant now, a dream from another life. He felt the cold realization creeping in, the fear of the unknown, the fear of remaining where he was.

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