"Just a little further," Liam whispered to himself, staring at his reflection in the bathroom mirror. The reflection stared back, a mirror of his own unease. His neighbor's project had been progressing at an infuriating speed, while his own life appeared to be at a standstill.

He squeezed his eyes shut. His hands were shaking slightly. He’d tried to write, but the words refused to come. He’d thought about calling his friends, but the impulse vanished. He opened his eyes. Nothing had changed. He couldn't muster the energy to make the effort.

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