He stared at the screen, the words of his essay a painful reminder of promises unkept. His life felt like a paused film reel, the images frozen in a loop of indecision. He'd envisioned himself as a doctor, as a visionary, as someone making a difference. Instead, he was working at his parents' store.

He pushed his chair back from the desk, the scrape of the legs echoing in the silence of the room. He felt restless, a physical energy bottled up inside of him, making him fidget. He craved change, but the path forward was shrouded in a dense fog.

He picked up a pen and started scribbling on a notepad, random words and phrases that didn't connect, a jumble of thoughts that reflected his inner turmoil. He was a moth beating against an invisible window.

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