It was the quiet that got to Olivia. The sudden hush in the student union, the absence of cheerful chatter, the way peopleโ€™s voices dropped to hushed whispers. Everything changed in that instant.

Her appetite vanished. She picked at the cafeteria food, her fork making scraping sounds on the tray. She wanted to scream, to lash out. But she held it all inside, afraid to show weakness.

She thought of her family, the sacrifices they had made for her to attend this university. A lump formed in her throat. She had let them down. She felt utterly alone.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
๐Ÿ˜ฃ0.304
๐Ÿ˜ž0.296
worse0.291
๐Ÿ˜–0.285
๐Ÿ˜ฐ0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229