She stared at the painting, a vibrant landscape she’d never get to see in person. The gallery owner’s words echoed in her ears: “Such potential… wasted.” Her hands, usually eager, were now limp at her sides. The scholarship, her only chance to study abroad, had been retracted. Apparently, her academic record hadn't been quite as stellar as initially presented. The paintbrushes lay discarded on the floor of her cramped studio apartment, remnants of a dream now dissolved. The city outside roared with a constant, relentless rhythm, but inside, a profound silence had taken root.

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