He stared at the blank screen, the cursor blinking, a mocking metronome keeping time. The deadline loomed. The novel, the escape, the future he'd envisioned, seemed impossibly far away. The house, filled with echoes of his grandmother's life, felt like a prison. The silence was deafening, the solitude crushing.

He knew he should be writing, but the words wouldn’t come. The ideas he did have swirled around, unformed, like smoke in a draft. He felt a profound sense of… paralysis. He ran his hand through his hair, a nervous gesture he’d been making constantly for weeks. He closed his laptop and slumped back in his chair. He felt the familiar despair wash over him.

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