The waiting room felt far too small, the floral wallpaper pressing in on him. His jaw clenched as he stared at the tastefully minimalist office decor, so unlike the playground where *she* had once reigned supreme. He'd nearly choked on his coffee when the receptionist called her name. The very woman who used to steal his lunch money was now Dr. Eleanor Vance, Licensed Therapist.

His knuckles were white as he gripped the armrests of the chair. He could feel a tremor starting in his hands. He'd driven all the way out here, convinced she was the only one who could help him with his problem, the problem that had been getting worse and worse. He took a deep breath, trying to slow his racing heart. This was ridiculous.

He stood when the door opened. Eleanor, looking impossibly put together, smiled. A professional smile. "Come in, Mr…?"

"Stevens," he gritted out, forcing himself to meet her eyes. The same eyes that had once held a gleam of cruel amusement. He followed her into her office, the memory of those playground days a bitter taste in his mouth.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. 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 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irate vector is projected through the unembedding matrix.

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253