She let out a frustrated groan, then kicked the chair leg across the floor. "This is a mess," she'd texted, meant for her co-worker. It had gone straight to her husband, who was already under pressure from work.

She took a deep, shaky breath, her hands clasped tightly. She felt herself flush. She knew what was coming next: a lecture, or worse, a silent treatment.

She walked to the window, watching the rain blur the world outside. She needed a way to get out of this situation, and fast.

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