Rain lashed against the windows of the café. David clenched and unclenched his fists, watching Emily across the table. Her animation was a contrast to the leaden feeling in his gut. They were both waiting to hear back about the graphic design position. She was recounting some anecdote about the interviewer, her voice light and enthusiastic. He forced a smile.

He found himself tapping his pen against the table, a nervous rhythm. He'd poured his heart and soul into his portfolio, a testament to his passion for visual storytelling. Now, he wondered if it was enough. The interview had felt… flat, compared to Emily's sunny disposition. His stomach churned.

He wanted to scream, to lash out, to do something other than wait. He wanted his life to restart, to go somewhere, anywhere. The downpour outside mimicked the storm inside him. He excused himself to the restroom, and stared at his reflection, a stranger framed by the harsh fluorescent light.

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