The sun was beating down, and John felt the heat radiate from the freshly exposed earth where his childhood sycamore once stood. He wiped sweat from his brow, his usually calm demeanor replaced with a simmering resentment. The whole thing was just ridiculous.

He scanned the surrounding houses, as if the culprit would magically reveal themselves. An image of the sturdy trunk, so high it seemed to touch the sky, played in his mind. He'd climbed it almost every day after school.

He shifted his weight, his fists clenched at his sides. He took a deep, shaky breath, trying to regain some composure. This was the most ridiculous day he'd had in a long time.

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