He paced in the cramped office, the speech crumpled in his hand. The fluorescent lights hummed, amplifying the unsettling pressure that had been building inside. Every memory of his father, the man he was supposed to honor, felt tainted.

He ripped the paper in half and threw it in the wastebasket. He hated this. Hated the forced camaraderie, the superficial celebration. He wanted to shout, to scream about the things he’d never said, the hurts he’d never addressed.

He picked up his phone, dialed a number, and then hung up before it could connect. He felt trapped. He needed air, needed to be away from the impending performance, the manufactured happiness.

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