The client meeting had been a disaster. Bad feedback, unclear goals, and now, to top it all off, the projector refused to work. Michael ran his fingers through his hair, already feeling the next migraine coming on.

"Try turning it off and on again," Sarah said, as though that was the solution to everything. He stared at her, not at all surprised by her simplistic advice.

"Of course," he said, dripping with sarcasm. "Why didn't I think of that?"

He flipped the switch on the projector, then let out a sigh.

"Oh! That's camp Clearwater's motto," she stated with glee. "Remember the counselors? They always made us cheer whenever we failed, and told us to try again."

Michael felt his jaw clench. This was supposed to be a professional environment.

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