He shoved the offending novel across the table, the paperback sliding to a stop near the edge. The cafe buzzed around him, but he was deaf to the chatter, oblivious to the barista wiping down the counter. All he could focus on was the betrayal printed on the pages before him. His heart hammered in his chest, a frantic drumbeat against his ribs.

His lunch sat untouched, a half-eaten sandwich growing stale. He ran a hand through his hair, mussing it until it stood on end. He felt a surge of heat, a flush rising on his cheeks. He wanted to scream, to lash out, to do something – anything – to alleviate the pressure building inside him. The words, so familiar, so *his*, now belonged to someone else.

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