"Unsuitable." The word, typed in a bland font, repeated in her mind like a broken record. Her hands trembled as she reread the email, each sentence a fresh sting. She reread it a third time, then deleted it.

She slammed the laptop lid shut. It was a violent act, a release of the pressure building in her chest. She grabbed her coat and practically ran out the door, the cool air doing nothing to calm the wildfire raging inside.

She walked for miles, each step a pound of regret. She ended up at the park, sat on a bench, and watched the children play, their joy a stark contrast to her current state. A tear escaped and rolled down her cheek.

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