The clatter of dishes as she cleared the table was more forceful than usual. “Right,” Emily said aloud, her voice tight. The sight of the fallen ash tree, half-covering the fence, made her stomach churn. It felt like one disaster after another lately.

She knew what was coming: the accusatory phone call, the endless discussions about whose responsibility it was, the inevitable arguments. She rubbed her eyes, feeling a familiar pressure build behind them.

She glanced at the half-eaten plate of spaghetti in the trash. Dinner. She barely had the energy to think about it, never mind cook.

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