The sterile scent of the therapy office did little to soothe Maya's frayed nerves. She fidgeted in the uncomfortable chair, her hands clasped tightly in her lap. The waiting room decor felt as unyielding as the iron gates of a prison. This appointment was a last resort. Every direction seemed blocked.

The door opened, and in walked... Kevin? The bully from high school, the one who relentlessly mocked her artistic aspirations. He was now Dr. Kevin Michaels, PhD. The sight of him, his face now devoid of the sneer she remembered, sent a cold shiver down her spine.

He listened patiently as she spoke, the words tumbling out in a rush, a jumbled mess of frustrations. She described her creative block, the feeling of being encased, the sense of inevitability that seemed to permeate every aspect of her life. He nodded, his expression carefully neutral. It was hard to believe he could help her.

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