The vending machine wouldn't take his dollar. John slapped the machine, hard. It rattled and buzzed, but the bag of chips remained stubbornly lodged inside. He wanted to break the glass, but the thought of the ensuing hassle held him back. The email. He could barely read it. He knew the subject line, though.

He walked aimlessly around the campus, each building a reminder of what was about to vanish. The lecture halls, the dormitories, the library – all relics of a past that wouldn't include him. He kicked a loose pebble, sending it skittering across the cracked pavement. This wasn't how it was supposed to go.

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