He found himself staring at the screen, a half-eaten burger forgotten on the desk. A notification pinged, announcing Chloe's birthday party. On the same day as his karaoke night. A vein throbbed in his temple. He’d spent weeks preparing his invites and booking the venue and then this.

“Shoot,” he mumbled, kicking back in his chair, which promptly rocked back against the wall with a loud bang. This was supposed to be his chance to finally impress Sarah. Now it was all a disaster. He ran a hand through his hair, dislodging several strands.

He considered deleting the invite, ignoring it, pretending he hadn't seen it. But that felt… juvenile. He felt a cold knot twisting in his stomach. He clicked the link, the colorful invitation mocking his ambition. His shoulders slumped.

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