“Another voicemail?” she heard herself ask, her voice flat, devoid of emotion. The news had turned her stomach, a half-brother she had never known about. Now her phone was flooded with messages from the lawyer, from the man’s family. The walls of her apartment seemed to close in, compressing her. She found herself staring out the window, watching the passersby on the street, each one a universe she would never know. The world outside, a vast and vibrant tapestry, was something she couldn’t seem to touch.

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