"Unacceptable." The word echoed in her ears, her professor's judgment hanging heavy in the air. A 'C-'. The shame was overwhelming, a tide that threatened to drown her. Her breath hitched, her throat tight. The familiar weight of the classroom, the scent of old books and chalk dust, suddenly became oppressive. She felt a profound sense of isolation, the other students seeming miles away. She rose quickly, the chair scraping against the floor, and fled. She couldn't look anyone in the eye, couldn't bear to hear the whispers. The world outside, the bustling campus, felt like a dangerous place.

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