The air in the art studio felt thick with disappointment. Liam ran a hand through his hair, the paint-splattered canvas before him mocking him with its vibrancy, a contrast to the grey wash over his spirit. He and Noah, both aspiring artists, had applied for the same gallery residency. Noah's name was on the list.

He felt the knot in his stomach tighten. He’d invested so much time and effort into his work, pouring his soul into each piece. Now, all that investment felt wasted. He felt a strange sense of exhaustion, a weariness that seeped into his bones.

He glanced at his own work, at the bright colors and bold strokes, a language he could no longer speak. He felt as though the tools of his trade had become foreign objects. He dropped his brushes on the floor with a clang, the sudden noise echoing in the silent room.

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