Her hands were shaking as she poured the tea. She had poured so much of it lately. Each day she waited for the inevitable sound of the dog, a bouncy beagle named Bailey, barking and playing in her garden. The noise felt like a physical blow.

The latest casualty: her prize-winning rose bushes. She’d spent years cultivating them, pruning, and nurturing. Now, they were a mess. She couldn't find the energy to fight back.

She sat on the porch, staring at the ruined plants. The sun felt too bright, the air too heavy. She felt small and insignificant. A single tear tracked down her cheek.

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