The coffee shop’s gentle hum, the clinking of mugs, normally soothed his frayed nerves. Tonight, however, it grated on him, each sound a painful reminder of his loneliness. He'd purchased the book, a collection of poetry, hoping for inspiration. Instead, a letter – a tender farewell – emerged, exacerbating his unease. He reread it, his throat constricting, each word a cruel reminder of what he had lost. He slammed the book shut, the sudden noise causing heads to turn, then quickly buried his face in his hands.

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:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229