The drive home felt longer than usual. The car's tires seemed to grind against the pavement, each rotation amplifying the chaotic thoughts swirling in Robert’s head. He had just confronted Ben, his best friend since childhood, about his fabricated career as a financial advisor. Ben actually cleaned swimming pools.

Robert gripped the steering wheel so hard his knuckles were white. The image of Ben, meticulously scrubbing algae from the bottom of a pool, flashed in his mind, juxtaposed with the image of him, Ben, giving advice on investments. The two images simply wouldn’t reconcile. He pulled over to the side of the road, the sudden stop a jarring punctuation mark in his turmoil.

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