"Okay, so here's how you enter the data," Liam said, forcing a smile. His replacement, a sharp-eyed woman named Jessica, scribbled notes in a neat pad. Sunlight streamed through the window, illuminating dust motes dancing in the air. Liam felt a strange, detached calm, as though he was observing his own life from a great distance.

He moved through the motions of his routine with a slow, almost robotic precision. Each task, each keystroke, a step through a familiar, well-worn path. The energy to care was absent. The world seemed to have drained of all color. His enthusiasm had vanished long ago, buried under years of repetition.

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