He heard the tap on the glass, a persistent rat-a-tat that echoed the restlessness gnawing at him. It was Mr. Henderson, his neighbor, with a proposal: "Just a small patch, enough for some tomatoes. Always wanted a garden, you know? Your land's ideal." Liam rubbed his temples. The request was reasonable, the idea benign. He felt like he was walking through thick mud, each footfall a monumental effort. He mumbled an agreement, already anticipating the inevitable: the weekly check-ins, the shared harvest, another obligation in a life already overflowing with them.

Later, he found himself staring at the unfinished novel on his desk, the words blurring before his eyes. It was the same sentence, the same paragraph, for weeks. The manuscript lay like a forgotten burden. He felt the weight in his chest, a constant, heavy thing. He closed the laptop, the clicking sound a small, insignificant noise swallowed by the thick air of the room.

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