The microphone felt heavy in his hand. He hadn't slept well the night before, and the lack of sleep was making him light-headed. He scanned the room, each face a blur of expectant anticipation. He ran a hand through his hair, a gesture that did little to tame the unruly strands. He'd been looking forward to a quiet weekend, not this charade.

He shifted his weight, his shoe scuffing against the polished floor. The catered food, he noticed, looked suspiciously dry. He really just wanted to be done with this.

He cleared his throat again, a nervous habit. The speech he’d prepared seemed clunky and inauthentic now. He wished he could just disappear.

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