David rubbed his temples, the veins throbbing with a dull ache. He stared at the email from the school, the words "Meet the Teacher: Mr. Davies" swimming before his eyes. *Mr. Davies*. The man who’d once kept him after class for chewing gum in the hallways. The man who’d told him his science project looked like a "blob of green goo." His jaw tightened.

He envisioned the upcoming school year. The parent-teacher conferences. The endless stream of anecdotes about the “good old days.” He pictured the classroom, the smell of chalk, and the echoing hallways. A shiver ran down his spine.

That evening, he found himself scrutinizing Mr. Davies' picture on the school website, zooming in on every detail of his face. His gaze lingered on the man's receding hairline, his glasses. He made a vow to protect his daughter, Maya, from whatever he’d had to endure. He would make sure she got the best grades possible.

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