Sarah ripped at the plastic wrap on the bucket list. Her father, a man of routine and accounting, wanted to... learn to tango? She’d expected something sensible, like a life insurance policy. Instead, he wanted to see the Northern Lights.

She balled up the paper and tossed it onto the kitchen counter, where it landed with a slap. That morning's coffee grew cold. The clock on the microwave ticked with infuriating slowness. She thought about chucking it all out the window. Anything. Just to feel something other than this overwhelming... this pressure.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion frustrated. 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 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frustrated vector is projected through the unembedding matrix.

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212