The presentation was over. He had given it his all. And she had, too. They were both good. Damn good. But she was different. She had that sparkle. That charisma.

He walked back to his desk, his shoulders slumped. He felt a physical weight, like someone had placed a heavy stone on his back. His tie felt tight around his neck.

He forced himself to take a deep breath. He had to keep it together. He had to act like everything was fine. He just didn't know how much longer he could keep up the facade.

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