Rain lashed against the windows, mimicking the hammering in Professor Albright’s temples. He glared at the mountain of grading piled on his desk, a monument to student procrastination. His coffee, long cold, sat untouched. A delivery man, soaked to the bone, had just arrived, thrusting a package at him before fleeing back into the storm. Albright signed for it with a grunt, more out of obligation than genuine curiosity. He ripped it open, already anticipating another useless piece of promotional material from the university. Instead, he found a perfectly crafted miniature of his old classroom, complete with tiny, meticulously placed desks and a miniature, bespectacled figure resembling himself. A note, scrawled on parchment, read, "Thank you, Professor. -Ethan." He crumpled the note, a knot forming in his stomach. Ethan had been a disruptive student, always testing boundaries.

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