The email pinged again, and Clara slammed her laptop shut. This was the fifth one, all of them asking about something seemingly important. It had been like this all day. Everything had been a mess. She felt a throbbing ache behind her eyes, the kind that came with a tension headache.

She'd been looking forward to this evening, this concert. The dress she picked was perfect. She had been excited to share it with him. Then he texted, canceling. “Emergency.” Convenient. Then, scrolling through her Instagram feed, a photo popped up. A photo of him, at a different concert, arm around someone else.

Clara stood up so fast, she nearly knocked over her chair. Her vision swam. It felt like her world was tilting on its axis.

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