The drive back from the job fair was agonizing. Liam was in the passenger seat, chattering about the brilliant presentation he’d given, the favorable impression he'd made.

I gripped the steering wheel so tightly my knuckles ached. The radio blared a cheerful pop song, adding to the feeling of pressure in my temples. Each lane change felt like a struggle, each red light a test of my dwindling patience.

He was oblivious, of course. Lost in his own world of self-approval. I took a deep breath, trying to tamp down the rising tide of… displeasure.

"That was a great day!" he said, the pure joy in his voice grating on my nerves. I remained silent.

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