Liam slammed the car door a little harder than necessary. He hated traffic, but tonight it felt like a personal attack. He was already running behind. The restaurant would be packed. He envisioned the disappointed look on Sarah’s face. He could feel a pressure building behind his eyes, a throbbing that intensified with each red light.

He burst through the door, scanning the room. He saw her, at a table near the window. She was talking to another man, her smile bright and easy. A sudden, unwelcome heat flushed his face. He walked over, the knot in his stomach growing tighter with each step.

"I thought you said you were working late," he heard himself say, the words sharper than he intended.

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