She walked through the university halls, the vibrant chatter and laughter of other students a constant, grating noise. It was all a little too much, the bright sunlight that poured through the expansive windows, the smell of freshly brewed coffee that wafted from the cafe. The plagiarism charge was a punch to the gut, the ink still wet on her grandmother's obituary. The world seemed to wobble beneath her feet, the solid ground dissolving into something uncertain. She clutched the worn photograph in her pocket, tracing the faded outline of her grandmother’s face, a desperate anchor in a sea of swirling accusations.

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