The afternoon sun cast long shadows across the living room as Liam sat slumped on the sofa, the unopened invitations on the coffee table. He sighed, a sound of resignation. The parties, both promising fun, felt like inescapable obligations. He felt weighted down, his energy drained.

He had been going through the motions lately, unable to muster any enthusiasm for anything. His apartment felt like a prison, the walls closing in on him. The world seemed to be moving on without him.

He rubbed his temples, trying to dispel the mental fog that had settled over him. Even choosing what to wear to work had become an insurmountable task. He felt as though he was on a treadmill, running faster and faster, but getting nowhere.

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