The email sat in the inbox, unopened. Another one from the homeowner's association. She couldn't bring herself to read it. She knew what it would say. Complaints. About the noise. About the dog. About the constant escapes.

She could hear the dog barking, a loud insistent sound that always set her teeth on edge. This time, he’d managed to get into the chicken coop. The frantic squawking was a symphony of chaos.

She took a slow, deliberate breath, trying to tamp down the rising panic. She slowly walked outside, she found the dog, covered in feathers, staring up at her with big, innocent eyes. The carnage of the coop was a brutal reminder of the consequences of her lack of control.

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