The stale coffee tasted bitter in Amelia's mouth, and she tossed it in the trash, wanting to get through the day. Her desk was covered in paperwork, and her boss had made unreasonable demands.

"Did you see the new office newsletter?" Steve asked, his voice overly cheerful.

Amelia wanted to scream. "No," she said, her voice tight.

"It's going to be so much fun," Steve continued.

She just wanted to get through the day.

Later, Amelia heard Steve on the phone. "…and the songs, and the campfire…"

Amelia closed her eyes.

"Amelia!" Steve yelled. "Did you ever go to Camp Willow Creek?"

Amelia turned around, her face like stone. "Yes," she said.

"No way! I was there too!" He continued to list out what he recalled of the place.

She felt a surge of rage, "I'm sorry, I have to go," she said.

She quickly walked away.

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