“Well, congratulations, again,” Ben said, the words tasting like ash in his mouth. He managed a smile, but it felt strained, unnatural. He watched as Susan, now his *superior*, beamed, surrounded by her congratulatory circle.

He excused himself, the noise level too high, the air too thick. He retreated to his cubicle, the familiar beige walls suddenly feeling claustrophobic.

He sat down, and without realizing it, started to tap his foot. The rapid drumming was the only rhythm that made sense. He knew everyone expected him to be happy, but he was far from it.

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