He found the card tucked among the usual flyers – a splash of color against the drab reality of his life. No name, just a simple, “Happy Birthday.” A surge of something – annoyance, maybe? – coursed through him. Another reminder of how long it had been. He’d wanted more. Much more. He ran a hand through his thinning hair.

He’d been meaning to fix the leaky faucet in the bathroom for weeks. He'd even bought the parts. But the thought of getting out of the chair, of facing yet another task on a growing list, felt overwhelming. His shoulders slumped. The world felt muffled, distant, as if viewed through thick glass. He flicked the card onto the counter and considered making more coffee.

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