He sat on the porch swing, the gentle creaks of the wood a mockery of the laughter he had expected. He’d poured his heart into organizing this party for his wife, a celebration of their anniversary. The text message had come just an hour ago: "Emergency. Party cancelled." The words echoed in his mind, each syllable a painful reminder. He looked out at the street, at the empty houses, the silence broken only by the chirping of crickets. The world seemed to have slowed, his senses numbed. He felt suspended, floating in a sea of emptiness.

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