The aroma of freshly baked cookies did nothing to soothe David's mounting agitation. He examined the artwork his nephew had created: a boy playing with a grinning, furry creature. David knew that creature; he was "Boo," and he had been a constant companion in his youth.

He felt a knot of anxiety tighten in his stomach. He was overcome by a sudden desire to protect his nephew, to shield him from... something. He struggled to breathe, the air feeling thin and inadequate.

He pushed the plate of cookies away, his appetite gone. The cheerful colors of the kitchen seemed to mock his inner turmoil. He had to do something, he just didn't know what. He had to make it stop.

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