The realtor’s voice was sickeningly cheerful. "Think of the opportunities!" he chirped, gesturing towards the crumbling facade with a manicured hand. The sun was hot on his neck, and a bead of sweat trickled down his temple. He resisted the urge to wipe it away.

He kept his gaze fixed on the house, the peeling paint, the overgrown weeds, each imperfection a familiar scar. He should be grateful. It was an old house, probably riddled with problems. Yet, all he felt was a tightening in his jaw, a relentless tension in his shoulders.

He turned away from the realtor and headed toward the car, the crunch of gravel under his shoes the only 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