The photograph, innocently displayed on the kitchen counter, seemed to mock her. Her son, smiling, holding a picture of his new teacher: Mr. Thompson. The same Mr. Thompson who’d given her a reputation for being argumentative. The same man who’d made her life, at least at school, a living hell.

She felt a phantom ache in her side, where he’d criticized her posture. She imagined her son going through the same thing. The thought of him in Mr. Thompson's classroom was like a physical blow. She had a sudden, insistent need to protect him, to somehow make him untouchable.

She started writing an email to the school, a request for a classroom change she knew was unreasonable.

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