The incessant tapping of Liam’s pen against the table was driving me up the wall. We were supposed to be having a celebratory lunch, marking the end of the interview process. But the nervous habit was relentless.

"So," I began, forcing a smile I didn't feel. "How do you think it went?"

He shrugged, his eyes flitting around the restaurant. "Fine, I guess."

I felt a surge of… something. He was being deliberately vague, I was sure. Probably already knew he’d gotten the job. It was infuriating. I pushed my uneaten salad around the plate, the crisp lettuce leaves suddenly unappealing.

"Look, I'm glad for you," I said, the words catching in my throat. I couldn’t meet his eyes. The lie tasted like ash.

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