He was halfway through assembling a Lego set with his son when the bomb dropped. "Guess what, Dad? Miss Rodriguez is my new science teacher!" He dropped the plastic brick, the sharp sound echoing in the sudden silence. Miss Rodriguez. The woman who had made him question his abilities at every turn.

He felt a tightening in his throat. He saw his own insecurities reflected in his son's bright, eager face. He imagined his son, crushed and defeated, under Miss Rodriguez’s tutelage.

He made a sudden decision. He would enroll in the parent-volunteer program, just to keep an eye on things.

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