She found the list tucked inside his worn, leather-bound journal. *Climb Mount Kilimanjaro.* *Learn to play the guitar.* *Visit every continent.* Her breath hitched. She felt a tightening in her chest, a physical manifestation of the irritation that blossomed within. He’d always seemed so… content.

The words swam before her eyes. *Run a marathon.* *Speak fluent Spanish.* *Write a book of poetry.* She pictured him, her John, scaling a mountain while she… What was she doing? She was planning the garden party. Again.

She slammed the journal shut. The sound echoed in the otherwise silent house. The floral wallpaper seemed to mock her. The meticulously arranged cushions on the sofa looked too perfect, too… still. She needed to do something. Anything. Perhaps she would just leave a note.

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