The clock on the wall seemed to taunt Mr. Henderson, its steady tick-tock amplifying the relentless thrum of frustration in his chest. He was stuck marking essays, each one more convoluted and poorly written than the last. He shoved the latest one aside with a shove. A knock at the door. He barked, “Come in!” A nervous-looking intern held out a small, elaborately wrapped box. "For you, sir. From… a former student." Henderson’s shoulders hunched. This was the last thing he needed. He unwrapped the box: a framed watercolour of his least favourite subject, the school’s hideous brick façade. A card read "Thank you for everything, Mr. Henderson! - Sarah." He wanted to scream.

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