"Again?" David muttered, his voice barely audible above the din. He threw down his pen, scattering papers across his desk. His pulse thrummed in his ears, mirroring the incessant hammering. He felt a growing heat behind his eyes, a familiar prickling. He couldn't concentrate, not on his taxes, not on anything.

He got up from his chair, the sudden movement making him dizzy. He needed air. He stormed out onto the back patio, the sound following him like a relentless predator. He grabbed his phone and called his realtor, thinking of moving somewhere, *anywhere*, where silence reigned.

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