The constant chatter of the office was making Sarah grind her teeth. She was tired of the office dynamic, and she felt suffocated by it.

"Did you hear about the office bake sale?" Mark asked.

She just stared ahead.

"It's going to be so delicious," Mark added.

She needed space.

Later, Sarah heard Mark on the phone. "…and the stories, and the songs…"

Sarah slammed her fist on the table.

"Sarah!" Mark yelled. "Did you ever go to Camp Redwood?"

Sarah turned to him. "Yes!" she snapped.

"No way! Me too! Did you know the girl who always did the cartwheels?"

Sarah felt her jaw clench. "I need to get some air," she said, storming off.

She wanted nothing more than to be alone.

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