The clicking of the knitting needles echoed in the quiet apartment, a rhythm that was now grating on Markโ€™s nerves. His daughter, Lily, sat across from him, her brow furrowed in intense concentration. Mark, a casual knitter, had always found it soothing, a mindless activity. Lily, however, was crafting elaborate sweaters, complicated patterns, her needles a blur of determined motion. Mark felt a chill crawl over him. He felt the need to get away from the relentless clatter, to be alone, to breathe. He wanted the quiet back.

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:
๐Ÿ˜ฃ0.324
๐Ÿ˜ฐ0.323
worse0.301
๐Ÿ˜–0.294
๋А๊ปด0.294
Suppressed:
de-0.630
la-0.616
a-0.347
"-0.345
happy-0.294