The invitation sat heavy in Leo’s hand, a crisp white card mocking him. He’d meticulously planned this party for Amelia, a surprise bash to celebrate her promotion. Months of whispered phone calls, secret emails, and a carefully crafted guest list that now felt like a cruel joke. He reread the terse email: "Regretfully, the party is off. Circumstances dictate. Details to follow." His stomach churned. He crumpled the card, then smoothed it out, smoothing the creases over and over as if he could erase the words. He felt an urge to scream, to lash out at the unknown reason. Instead, he walked to the kitchen, the linoleum cold beneath his bare feet, and made himself a cup of coffee. Each slow, deliberate movement felt like wading through thick mud. He knew his world, his life, had been completely and irrevocably shifted.

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