He swore under his breath, a sharp hiss escaping his lips as the drill whined to life. Mark pinched the bridge of his nose, the pressure doing nothing to dispel the headache blooming behind his eyes. He’d been working from home, trying to focus on his spreadsheets, but it was impossible. The constant hammering, the saw’s relentless scream – it was a sensory assault.

He considered banging on the wall, but that seemed…childish. Instead, he took a deep breath, trying to steady his shaking hands. He imagined himself strangling the construction worker, and immediately dismissed that scenario as unhelpful. He opened a new tab, searching for noise-canceling headphones, and immediately added them to his shopping cart.

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