The notification on her phone read "C-". A wave of icy dread washed over Sarah. Her jaw clenched, and she found herself unable to breathe properly. The bustling campus cafeteria, usually a source of comfort and chatter, now felt like a prison. The laughter of her friends, a chorus of grating noises. She pushed back her chair, the scraping sound echoing in her ears. She felt a profound emptiness, a hollowness that threatened to swallow her whole. Her future, once bright and promising, now appeared blurred, uncertain, like looking through a rain-streaked window.

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