She slammed her locker shut, the metallic clang echoing through the nearly empty hallway. Sarah felt a prickling heat rise in her cheeks. An F. Her carefully constructed facade of competence, the one she’d so meticulously crafted, felt like it was crumbling. Tears threatened, but she blinked them back, furious at her own weakness. The world seemed to tilt on its axis. She pushed past a group of giggling students, their laughter grating on her nerves, and fled to the sanctuary of the empty art room. She picked up a lump of clay and squeezed it, her knuckles turning white.

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