The news landed like a punch to the gut. My cousin was becoming a Seventh-day Adventist. I couldn't swallow.

My palms were sweating, and my breath came in ragged gasps. The room, usually a haven of warmth and comfort, felt cold and sterile. I felt the overwhelming urge to run, to escape the confines of the conversation, to escape the reality of the situation.

I picked at the threads of the tablecloth, my fingers trembling. The cheerful chatter of the others seemed to taunt me, a symphony of sounds I could no longer understand. Each word a hammer blow to my fragile emotional state.

Emotion: grief-stricken

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -1.14

Role in Research

This story is one of 1,000 stories generated for the emotion grief-stricken. 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 grief-stricken stories, after denoising with neutral dialogue baselines, produces the grief-stricken emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grief-stricken vector is projected through the unembedding matrix.

Promoted:
😞0.396
泪0.338
😢0.332
haunting0.331
😔0.325
Suppressed:
de-0.434
😎-0.330
B-0.303
🤓-0.285
😎-0.276