He ran a hand through his thinning hair, the gesture a nervous tic he’d developed in the past few months. Liam glanced at the peeling paint on his own porch, a visual echo of the inertia that had gripped him. He felt the familiar pressure in his chest, a tightness that wouldn't abate.

Mr. Henderson, his neighbor, always wore the same slightly frayed tweed jacket and drove a beat-up pickup truck. He seemed like an average, unassuming guy.

Then came the new, state-of-the-art security system. Liam, passing by, saw the discreetly placed cameras and felt the sting of comparison.

Later, he saw Mr. Henderson’s house illuminated with a soft, expensive glow, in stark contrast to his own dim rooms. A bitter taste bloomed in Liam’s mouth.

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