He stared out the window, watching the leaves swirl in the autumn wind. A feeling of being trapped in a loop, a cycle of repetition, washed over him, leaving him feeling paralyzed.

Mr. Abernathy, his neighbor, was a retired teacher who kept to himself. His small bungalow seemed to fade into the background.

Then the new, rare sports car, parked in the driveway, caught his eye. The luxury, the style – it was another world.

The following day, he saw Mr. Abernathy departing for what looked like a luxurious vacation. The image of the carefree man and his expensive lifestyle created a deep ache inside.

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