Liam stared at the letter, the paper thin and fragile beneath his fingertips. His father's handwriting, usually bold and confident, was shaky here. The draft resignation letter, dated from a time before Liam was born, described his father's feeling of being trapped. Liam ran a hand through his hair, the familiar gesture a sign of his unease.

The letter mentioned a company he'd never heard of, a job he'd never known his father held. A job now lost, in memory, forever. He felt a pressure build in his chest, a tightness he’d come to know well. He’d just received his own performance review, the feedback predictable, the future equally so. It was all so stagnant.

He crumpled the letter in his fist, then immediately regretted it, smoothing the paper carefully. This wasn't his father's story, it was his own. He needed to make a change, a big one. It was the only way he could break free.

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