The kitchen timer beeped, a shrill, insistent sound that grated on Eleanor’s nerves. She slammed it off. The lasagna was going to burn, she just knew it. She’d been cleaning out a drawer, searching for a pen, when she stumbled upon a letter. Her handwriting, cramped and frantic. Addressed to her teenage son, a son who now barely spoke to her.

She sat heavily at the kitchen table, the letter trembling in her hands. It was a tirade, a list of complaints, a desperate attempt to explain. She remembered the rage that had fueled its creation, the feeling of complete inadequacy. The smell of burning cheese filled the kitchen. She closed her eyes. It was too much.

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