A tremor ran through Liam’s hand as he stared at the flyer. His charcoal portraits, the ones he'd scribbled during his lunch breaks, now adorned a wall in a bustling coffee shop. He’d thrown them away, crumpled and forgotten, the ink a testament to his daily grind. Now, they were on display, under harsh fluorescent lights, with his name plastered across the bottom.

He gripped the edge of the counter, his knuckles white. The barista called out his order, but the words were a dull roar in his ears. He paid, grabbed the bitter coffee, and immediately dumped it in the trash. He couldn't shake the feeling of being watched, of being exposed. His life, a monotonous loop, was now a public spectacle. He wanted to scream.

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