She ran a hand through her hair, smoothing down the stray strands. The silence in the office was broken only by the incessant clicking of the keyboard. Each click was like a tiny hammer blow against her patience. The air felt heavy, like a physical weight. "Right, and then...?"

Across from her, John, her replacement, was staring at the screen with a mixture of confusion and childlike wonder. He seemed utterly lost in the process. She could feel a muscle in her cheek twitching.

"Then you… save it." Her voice was sharp, a brittle edge to the tone. It wasn't fair. She just wanted to go.

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