He stared at the calendar, each day marked with a black X. The renovation had begun a fortnight ago, a fortnight of unrelenting clamor that had frayed his nerves to the breaking point. The incessant noise felt like a deliberate invasion, a violation of his personal space.

He found himself irritable and short-tempered with everyone. He snapped at the grocery store clerk, yelled at the television, and generally felt a low level of agitation that followed him everywhere. He kept the windows sealed, but the sounds still found him.

He was beginning to see faces, distorted and menacing, in the shadows cast by the setting sun. His mind was playing tricks on him, conjuring up scenarios of imagined threats. He needed to escape, to get away from the noise, the feeling of being watched, but the world seemed to shrink around him.

Emotion: frightened

Cluster: Fear / Anxiety
PC1 (Valence): -2.74 Negative
PC2 (Disposition): -0.67

Role in Research

This story is one of 1,000 stories generated for the emotion frightened. 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 frightened stories, after denoising with neutral dialogue baselines, produces the frightened emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frightened vector is projected through the unembedding matrix.

Promoted:
😣0.324
😰0.323
worse0.301
😖0.294
느껴0.294
Suppressed:
de-0.630
la-0.616
a-0.347
"-0.345
happy-0.294