The cat leaped off the couch, startled by the sudden crash. Michael winced. He’d been enjoying a quiet afternoon, reading a book, until *that*. He felt a tremor go through his hands, and his breath became shallow. He tossed the book aside and started to pace the room.

He grabbed a pair of earplugs, shoving them in his ears, as if physical barrier could stop it. The noise still throbbed in his head. He wanted to go over there, to tell them, to beg them, to *stop*. He went to his bar, and poured himself a huge drink, hoping to find some reprieve.

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