The doorbell chimed, a cheery sound that grated on her nerves. She yanked open the door and saw the delivery person, clutching a bouquet. Roses. Red ones. She took the flowers, her mouth pressed into a thin line.

She slammed the door. She knew it was from him. He couldn't leave her alone. She hated the game. She marched into the bedroom and threw the flowers onto the bed, ignoring the way the thorns snagged on the comforter.

Her hands were shaking. She picked up a perfume bottle and hurled it against the wall, watching it shatter into a million pieces. She then sat on the edge of the bed and pressed her palms against her temples, trying to still the tremors that ran through her.

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