I blinked, re-reading the email for the tenth time. “Moving on.” Those two words were all that remained of Ms. Reyes, who had shaped my career. Her abrupt exit, the lack of any goodbye, the way she had just pulled the plug without warning… I ran a hand through my hair, feeling the sting of the sudden disconnect. My chest felt constricted. The documents she had assigned to me seemed to be looking at me, taunting me. I threw them across the table, the action a futile expression of my inner state.

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