I felt a knot tighten in my stomach. The grade, a D+, felt like a cruel joke. My carefully planned study schedule, my late nights, all for nothing. I re-read the professor’s comments, each one a sharp jab. I felt my face flush, a hot wave washing over me. I wanted to scream, to lash out, but instead, I just sat there, frozen, staring at the dreaded number. I felt a cold dread settle in my bones.

Emotion: unnerved

Cluster: Fear / Anxiety
PC1 (Valence): -2.36 Negative
PC2 (Disposition): -0.55

Role in Research

This story is one of 1,000 stories generated for the emotion unnerved. 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 unnerved stories, after denoising with neutral dialogue baselines, produces the unnerved emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the unnerved vector is projected through the unembedding matrix.

Promoted:
😰0.302
😣0.282
будто0.265
😖0.265
ness0.257
Suppressed:
de-0.585
la-0.495
a-0.403
happy-0.289
ecstatic-0.284