The constant tapping of the pen was starting to make him twitch. He could feel a pressure building behind his eyes. He just wanted to be alone with a nice book. He glanced at the clock – still two hours left. Two hours of explaining the simplest of tasks.

"So, where do I find the… the thing?" The thing. This was a whole new level of despair. He closed his eyes and took a deep breath. This was going to be a long day.

He opened them again, and managed a weak smile. "It's in the… the filing cabinet." His voice was flat.

He needed a cigarette.

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