I stopped mid-sentence. My carefully crafted email, a symphony of persuasive prose, now felt absurd in the face of the unyielding racket. The hammering next door was relentless, a percussive nightmare that vibrated through my very bones. I wanted to scream. I clenched my fists until my knuckles were white.

My deadline was looming, and my focus was shot. I closed my laptop, the screen reflecting my own grimace. I needed to get away, to find a place where peace was possible. I grabbed my car keys, and started driving, not knowing where I was going.

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