He found himself staring at the adoption website again, his vision blurring slightly. Liam ran a hand through his hair, the strands catching on his agitated fingers. The thought of a dog, a golden retriever specifically, gnawed at him. He pictured the muddy paws, the constant barking, the shedding. It filled him with a restless dread.

His roommate, Ben, was practically bouncing. He'd talked about nothing else for days. "Think of the cuddles, the walks!" Ben's enthusiasm felt like a physical pressure. The air in the apartment seemed to thicken whenever the subject arose.

Liam began avoiding Ben, finding refuge in the quiet of the library, the hushed tones of the patrons a stark contrast to the escalating chaos in his mind. The thought of the dog's arrival cast a long, dark shadow.

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