The aroma of freshly baked bread filled the air, a small comfort in the escalating tension. The dog’s persistent howls, a cacophony of canine frustration, echoed in the distance. She clutched the rolling pin, her knuckles white.

She knew what was happening. She pictured the neighbor’s dog, a mischievous terrier named Rusty, tearing through the garden. She knew. It was just a matter of time before he would breach her property, again.

She swallowed hard, and started to feel a pain in her temples. She imagined the destruction: the uprooted vegetables, the trampled flowers. She set the rolling pin down, the joy of cooking replaced by a cold dread.

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