The scrape of the metal shovel against the concrete echoed in his ears. Michael attacked the fallen branches with a vengeance. The fallen willow, belonging to the Petersons, had ruined his planned barbecue. He felt a hot flush creep up his neck.

Each swing of the shovel was a release of his escalating frustration. He hacked at the wood, trying to dislodge the feeling of being overwhelmed. He cursed under his breath, the words a steady stream of barely controlled ire.

He worked until the sweat stung his eyes, until his arms ached. He needed to push this out of his mind, even if only for a few moments.

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