The knock at the door was sharp, startling. It was Mr. Chen, a man he usually only exchanged brief greetings with, his face flushed with enthusiasm. "A small garden, just a little bit of space? My wife has always wanted to grow Chinese vegetables." He agreed, his voice flat, the words devoid of inflection. A sense of helplessness washed over him, mirroring the feeling of being trapped in a small room.

Days passed, and the garden bloomed. He saw the plants every day from his window, a constant reminder. The tight feeling in his chest was ever present. His gaze lingered on the neatly arranged rows, a world away from his own stalled existence, and he felt a bitter ache.

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