He’d forgotten the keys. Richard stood on the porch, fumbling with the lock. The wind whipped around him, making his eyes water. He’d just come back from a long day at the office, his head still buzzing with deadlines and demanding clients. He was looking forward to a quiet evening at home, but that plan was instantly ruined.

He jiggled the key, but it wouldn't go in. He knocked on the door, hoping someone was home. No luck. He kicked the door, the metal catching with a hollow clang.

The detective’s words, later, were even more infuriating, revealing the house’s grim history. The house felt dirty, tainted. He wanted to sell it immediately.

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