The email notification on the work computer – the official cancellation of the party he’d spent weeks organizing for his boss – was like a physical blow. He stared at the words, the impersonal corporate language a betrayal of all the effort he'd invested. His shoulders slumped, a weight pressing down on him. He felt pinned to his chair, unable to get up, a prisoner of circumstance. He closed his eyes, picturing the faces of the colleagues who had committed to coming. He felt a deep sense of inadequacy, a gnawing uncertainty about his place in everything. The feeling of the office was suffocating him.

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