The vibrant, enthusiastic voice of her daughter as she spoke of "Mr. Carter" grated on her nerves. The same Mr. Carter who'd made her feel stupid and incapable. The man whose classroom was a source of dread.

She felt a sudden urge to buy her daughter the best books, the nicest clothes, anything to give her an advantage. She was desperate to make her invulnerable to the experiences she had. She was determined to ensure her daughter’s journey was different.

The thought of going to a parent-teacher night sent a wave of nausea through her.

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