The woman’s smile felt brittle, like a dry leaf about to crumble. “Oh, hello, Mrs. Gable! What a… pleasant surprise.” She gripped the watering can a little tighter, knuckles whitening. The sun beat down, making the sweat prickle on her forehead.

Mrs. Gable's voice, usually a melodic chirp, held a steely edge. "Just popping by about that oak. It's really casting a shadow on my roses, you see."

A vein throbbed in the woman's temple. She took a slow breath, counted to five. "Well, that tree has been here for… well, forever. It provides excellent shade during the hottest part of the day." She forced a smile. "Keeps my hydrangeas happy too."

The woman shifted her weight, feeling a sudden surge of heat rise in her chest. Every day, the world expected her to be pleasant, to be accommodating. She longed to just *be*.

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