“Well, this is just great,” I muttered, staring at the message on my phone. The surprise birthday party for my best friend, Sarah, was off. A single line, no explanation. I felt a surge of frustration, followed by a strange, heavy stillness. My hands started to tremble. I ran my fingers through my hair, feeling the strands twist around each other. The apartment felt too small, the walls closing in. I wanted to scream, to break something, to somehow externalize this feeling of being hemmed in. I paced the floor, unable to sit down, unable to do anything.

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