The rhythmic tapping of his foot had become a constant. "A ferret, Mark! They're so playful!" His roommate, Daniel, was completely oblivious to his mounting agitation. He felt a cold sweat break out on his forehead.

He started to avoid the common areas, barricading himself in his room. The apartment felt like a ticking time bomb. The thought of the ferret, with its sharp claws and pungent scent, made his stomach churn.

He found himself replaying Daniel’s words over and over, each syllable a fresh stab of anxiety. His appetite vanished. He spent hours staring at the ceiling, unable to find any peace.

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