He glared at the blinking cursor on his screen, the words of the training manual swimming before his eyes. The transfer to the call center was a disaster. Michael, a former project manager, found himself dealing with a barrage of angry customers.

He rubbed his temples, trying to clear his head. The incessant ringing of the phones, the demanding voices on the other end, each call felt like a personal attack.

“Sir, I understand your frustration,” he began, his voice flat and emotionless, even to his own ears. He took a deep breath, trying to stay calm. Staying calm was proving impossible. He slammed the phone down in the cradle.

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