"Well, this is just great," grumbled Daniel, kicking at a loose clod of dirt. The sun beat down on his neck as he glared at the unearthed metal cylinder. He’d been trying to replace the broken sprinkler head, and now this. He was already running late for the golf game with his friends.

He squatted, his knee protesting with a sharp twinge. He considered ignoring it, refilling the hole, and pretending he'd never seen the thing. But curiosity, and a deep-seated sense of obligation, nagged at him. With a sigh, he began to unearth the container, one handful of dirt at a 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