The bus rumbled down the highway, carrying Daniel to his monotonous office job. He felt a constant pull, like he was tethered to something he couldn't escape. He’d seen the lavish lifestyle of his friend, Michael, and his so-called "consulting" work. Now he knew Michael was just selling timeshares. The revelation struck Daniel like a physical blow. Daniel rubbed his temples, feeling a headache coming on. The landscape outside the window blurred into an indistinguishable stream of green and grey.

"What's the point?" he whispered to himself.

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