He ran a hand through his thinning hair, the gesture automatic, a nervous tic. The phone, which he'd been checking every five minutes, remained stubbornly silent. His apartment, usually a haven of order, was now a cluttered battlefield of crumpled tissues and empty coffee cups.

The knock at the door startled him. Expecting nothing, he cautiously opened it. A florist, a young woman with a practiced smile, presented him with a bouquet of lilies. No message. He stammered a thank you, taking the flowers with trembling fingers.

He sank into his armchair, the lilies’ heavy scent filling the air, a reminder of the emptiness that had settled over his life. They were beautiful, but they felt like a taunt.

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
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229