The rejection letter crackled in Amelia’s hand like a tiny, venomous snake. She balled it up, then immediately smoothed it out, smoothing it out again and again until the paper threatened to tear. Her jaw clenched so tightly she felt a muscle spasm in her cheek. Sunshine streamed through the window, mocking her with its cheer. She hated the sun.

The phone rang. It was her mother, chirping about the lovely weather. Amelia barked a curt “Hello” and cut her off before the platitudes could even begin. “Yes, Mother. Fine. Goodbye.” She slammed the phone down, the action a violent punctuation mark to her mounting tension.

She slammed the manuscript down on the table, too. She wanted to smash it to bits. She wanted to hurl it across the room. She wanted… she didn't know what she wanted, except for this feeling to stop. The thought of starting all over again, of rewriting, of submitting again... she felt a wave of nausea wash over her.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205