“Another day, another stack of invoices,” I muttered under my breath, my gaze fixated on the overflowing inbox. The move from the design studio to accounts payable felt like a punishment. The creative freedom of designing websites was a distant memory. The monotony was maddening.

My fingers flew across the keyboard, processing payment after payment. Each click was a small victory against the growing sense of frustration. My jaw was clenched so tight it ached.

The constant beeping of the phone and the drone of the air conditioning were getting on my nerves. I needed a break. I needed to escape.

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