The internet connection was down, the neighbor’s dog was barking, and the coffee maker had decided to die. Mark was at the end of his rope. He needed a distraction, something to take his mind off things. He finally got a chance to sit down and read the book he had gotten from a street vendor. The pages were dog-eared, the binding broken. As he turned the book over, a folded letter fell out.

He sighed, his shoulders slumped. The letter, written in a spidery hand, was addressed to "My Dearest." He tossed it on the table. He just wanted to get lost in a story. Instead, he stared out the window, his mind unable to focus.

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