The vibrant city, usually a symphony of sights and sounds, became a cacophony of noise. I walked, a marionette with severed strings, through the crowded streets. The laughter, the music, the hurried footsteps – all grated on my raw nerves. My vision blurred, and the faces of the passersby swam before me, a sea of judgmental stares. The wind bit at my exposed skin, and I pulled my jacket closer, but felt no warmth.

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