The click-clack of the train set, a symphony of tiny plastic wheels on metal tracks, grated on Harold's nerves. He felt a throbbing ache behind his eyes. It was a Saturday, his only day off, and all he wanted was a quiet morning with a book and a strong cup of coffee. Instead, he had this. Little Timmy, his seven-year-old, had inherited his lifelong passion for model railways, and now the entire living room was a miniature landscape of tunnels, bridges, and meticulously placed figurines.

"Dad! The signal's jammed!" Timmy's voice, brimming with excitement, pierced through Harold's attempt at focus.

He sighed, the air whooshing out of his lungs. He closed his book with a snap, the sound echoing in the room. He had spent years collecting and building this very layout, but lately, the fun had dissolved in the face of his son's unending enthusiasm.

He rose from his armchair, his back stiff. "Let me see," he mumbled, a barely audible sound.

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