The invitation landed on the kitchen island with a soft thud. John, busy at the stove, ignored it at first. Then, a sense of unease settled upon him, a prickly sensation that grew with each passing moment. He slammed the frying pan onto the burner, the sudden noise a release for his building agitation. His shoulders were stiff, his jaw tight. He was haunted by the faces of his classmates, their judgments, their expectations. He turned off the heat, his appetite gone. The perfectly planned meal became just a burden.

Emotion: disturbed

Cluster: Fear / Anxiety
PC1 (Valence): -2.97 Negative
PC2 (Disposition): -0.60

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.318
ness0.309
无法0.300
😞0.297
worse0.284
Suppressed:
de-0.829
la-0.666
a-0.392
B-0.301
"-0.290