The coffee was cold and bitter, much like the taste in his mouth. Bob rubbed his temples, a dull ache throbbing behind his eyes. The meeting. It was time. He’d seen the signs. He’d heard the whispers. He’d just hoped, for once, he was wrong.

He hated this part, the waiting, the anticipation. The feeling of being trapped, helpless to affect the outcome. He sighed, the sound heavy in the quiet office. He grabbed his coat, feeling the weight of the day settle over him.

He walked toward the conference room. He'd dealt with this before. He'd survive. But the sheer futility of it all was almost unbearable. He pushed open the door. The room was already filling with faces.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216