The receptionist's pleasant smile felt like a personal insult. David leaned back in the uncomfortable chair, feeling a familiar tightness in his chest. Across the room, a fish tank gurgled, a sound he found profoundly irritating. *Jason? A therapist?* The thought was nearly comical. Jason, the kid who once spread rumors about him, the one who’d orchestrated endless torment, now dispensing advice?

He tapped his foot, a restless, rapid beat. Every muscle in his body felt tense. He wanted to leap to his feet and demand a different therapist. The minutes crawled by. He felt the familiar heat rising in his face, a slow burn of frustration. He just wanted to get this over with.

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