The email sat in Amelia’s inbox, a stark white rectangle amidst a sea of colorful newsletters and chatty group texts. She’d been refreshing the page all morning, a nervous habit that left her fingers jittery and her stomach a tight knot. Now, there it was, the official notification from the prestigious Hawthorne Foundation. She clicked. Her breath hitched.

"Regretfully, we are unable to offer you a scholarship this year." The words blurred, swam before her eyes. It was a canned message, devoid of personality, just cold, impersonal rejection. Amelia slammed her laptop shut with a sharp crack, the sound echoing in the silent library. She stood abruptly, knocking over her water bottle. The spillage spread, a dark stain on the polished wood, mirroring the feeling in her chest.

She marched out, not caring about the dampness soaking her jeans. Back in her dorm room, she threw her acceptance letters on the floor, ignoring the colorful confetti from her school. They meant nothing now, not without the financial aid to make them reality.

Emotion: insulted

Cluster: Anger / Hostility
PC1 (Valence): -0.98 Negative
PC2 (Disposition): 1.46

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.354
0.277
0.267
C0.237
🤬0.233
Suppressed:
own-0.325
давно-0.229
adventurous-0.223
soon-0.219
optimistic-0.217