The classroom phone rang, and Ms. Evans answered, her hand trembling slightly. It was a recorded message. "Do you remember me, Ms. Evans?" The voice was distorted, but she recognized the timbre: it was Mark, a former student who’d been prone to violent outbursts.

She clutched the phone tightly. She hung up, her hands still shaking. She felt a cold dread settle in her stomach. What did he want? Why now?

She spent the rest of the day in a haze of anxiety. Every noise, every shadow, seemed to amplify her mounting fear. She couldn't focus on her students.

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