The aroma of burnt coffee filled the kitchen, a potent symbol of Leo’s current state. He stared at the overflowing ashtray on the counter, a testament to his sleepless night. This morning's news had thrown him. He'd poured another cup, then promptly forgotten it, the consequences plain to see.

He ran a hand through his hair, his fingers tangling in the mess. A half-sister. His father had never mentioned any other children. The whole situation felt like a cruel joke, a betrayal of everything he thought he knew.

He grabbed his keys and slammed the door behind him as he left. He needed to get out, to walk, to find some way to clear his head. He was sure he couldn't face anybody for a long while.

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