The restaurant was too loud, too bright, and far too crowded. Michael picked at his food, the flavors bland and unappetizing. He hated going out, especially when he felt like this. He couldn't help the tremor in his hands.

Across the room, a woman with a severe expression kept glancing at her watch. She was eating her meal with unusual care, as though she was trying to ration every mouthful. She let out a small cough, followed by a sigh that conveyed a wealth of feeling.

As she struggled to breathe, Michael realized something was very familiar. "Excuse me," he said, rising from his chair. "Are you…?"

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