He stared at the invite, the bright colors assaulting his vision. His own party was on the same day. He felt a sudden, inexplicable surge of heat and then a wave of cold through his system. All the work, the planning, felt useless.

He kicked a small box across the room, the cardboard crumpling against the wall with a soft thump. How could this happen? The meticulous playlist he'd created, the carefully chosen location, now felt meaningless. He felt a strong desire to punch something.

He collapsed onto the sofa, his body heavy and leaden. His head throbbed. He picked up a cushion and began to repeatedly punch it, the soft thuds a small release of his growing inner turmoil.

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