“Ugh,” I breathed, staring at the card that sat on the counter. Bright pink, with hearts everywhere. Seriously? My actual birthday was weeks away.

The inside was generic. A whole lot of nothing. *“Wishing you happiness!”* It was like the universe was intentionally trying to annoy me.

I gripped the card, my knuckles whitening. A wave of heat washed over me. I needed to pick up the dry cleaning, the kids were acting up and I had a report due in the morning. This was not the time. I threw the card in the trash.

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