"Alright, Mark," David began, his voice flat. They were in the cramped, windowless stockroom, the air thick with the smell of cardboard and despair. Mark, his replacement, was a lean, energetic twenty-something. David felt his age – the ache in his lower back, the slow burn of resentment in his gut.

He had expected excitement, maybe a sense of release. Instead, a heavy cloak of resignation had settled over him, the kind that made him want to sit down and never get up. Every action seemed a mountain. "See how the labels go here? It’s pretty straightforward." He sighed, the sound echoing strangely in the small space.

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