The email sat in her inbox, a malevolent little square of digital dread. Maya stared at it, the cursor blinking mockingly on the subject line: “Scholarship Application Update.” Her fingers, usually nimble on the keyboard, felt heavy, leaden. She’d been so sure, so convinced this scholarship was hers. The air in her small dorm room suddenly felt thick, oppressive, like a woolen blanket in summer.

She reached for her water bottle, but the plastic felt cold and unfamiliar in her hand. The image of her parents, sacrificing everything, flashed across her mind. She clenched her jaw. Damn it. She should have heard back by now. She slowly opened the email, the screen's light assaulting her eyes.

Reading the message was like a physical blow. Her breath hitched. She slammed the laptop shut, the sound echoing in the sudden silence. The world seemed to tilt on its axis. The tiny, cheerful poster she had put up on her wall, suddenly seemed mocking.

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