He picked up the remote, clicked the power button, and stared at the blank screen. The silence in the room was deafening. He had just finished reading the email. It was from Brian "The Brain" Thompson. The kid who'd relished pointing out his flaws, the one who’d loved to put him down.

He threw the remote onto the couch with a loud thud. He didn't know what to do. His heart hammered in his chest. He felt a sudden, overwhelming urge to smash something, to break free of the suffocating feeling. He clenched his fists, knuckles white.

He let out a strangled groan. He buried his face in his hands. He took a long, shaky breath, trying to calm the storm raging inside. He felt utterly, completely adrift.

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