“Honey, where are my car keys?” Mark called out from the hallway. His wife, busy in the kitchen, barely registered his voice. He had a meeting across town and was already running late. He rummaged through the usual spots: the table, the counter, under the sofa cushions. Nothing.

"They're not here," his wife said, not looking up. "I thought you took them."

He let out a frustrated sigh, running a hand through his hair. He was going to be late, and this was becoming a regular occurrence. He hated the morning rush.

The detective’s visit, and the ensuing news about the home’s history, came shortly after he found his keys. He felt a deep sense of unease, a feeling that extended far beyond his previous anxieties.

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