"It’s okay," she heard herself say, the words sounding hollow even to her own ears. The letter was a pale shade of blue, the stationery expensive. Inside were the words, the expected contrition. The past, as they say, refused to stay buried.

She walked outside, the familiar scent of the late spring air unable to soothe her. A flock of birds wheeled overhead, their cries piercing the calm of the day. She couldn't shake the feeling of being watched, judged. She went to the park, but all of the joy of the park was gone.

She sat on a bench, her hands clenching and unclenching. She watched the other park goers, envying their easy smiles, their carefree laughter. Each child playing a game, the shouts, the laughter, was an unbearable irritation.

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