The sterile white walls of the art gallery seemed to press in on Olivia. She’d been staring at the same abstract painting for almost an hour, lost in the swirling colours. She should have gone home hours ago, but the thought of leaving was just as suffocating as the space she occupied.

A familiar voice broke through her reverie. "Remember our first art class? Such a disaster!" It was Sarah, her face alight with laughter. Olivia forced a smile. Sarah’s recollection involved chaotic paint fights, silly mistakes, and the joy of creative exploration. Olivia remembered the crushing pressure to perform, the inadequacy she’d felt, the feeling of having nothing to contribute.

"Yes," she agreed, her voice barely audible. The gallery was quiet, but her mind was anything but. She found herself trying to escape the confines of her own memory.

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