The clinking of silverware grated on his nerves. He kept fiddling with his tie, the knot tightening with each passing moment. He felt a strange tingling sensation in his fingertips, the precursor to a panic attack he'd learned to control, but never conquer.

He couldn't shake the image of his father’s disapproval, the subtle criticisms, the constant expectations. He'd always strived for his father's approval, only to find himself perpetually falling short.

He looked at his mother, her eyes glistening with tears of joy, and a wave of something akin to guilt washed over him. The speech was a formality, but it felt like a mountain he had to climb.

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