The world felt too loud, too bright. Every shadow seemed to stretch and twist, mocking her. She hadn't slept properly in days, and the bags beneath her eyes were testament to her sleeplessness.

A sudden rap at the door. Her pulse quickened. She peered through the peephole to see a delivery person holding a vase overflowing with crimson roses. Her breath caught in her throat. Roses. Her grandmother's favorite.

The roses sat on her kitchen table, their vibrant colour a stark betrayal of the muted, grey world she inhabited. She couldn't understand who had sent them, or why. Their silent presence only intensified the ache in her chest.

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