The sunlight seemed too bright. The colors of the garden, once vibrant and comforting, now appeared garish, mocking. Michael felt a knot tightening in his stomach as the drilling started again. It was a constant companion now.

He wandered through the house, seeking refuge from the racket, but there was nowhere to go. Each room seemed to amplify the intrusive noise. He considered closing all the windows, but the thought of the stuffy air was as unpleasant as the noise.

He’d always valued his privacy, his solitude. The renovation next door felt like a violation of that. He sat on the sofa, staring blankly ahead. He felt as though something precious had been stolen.

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