The small, cluttered apartment felt even smaller now. Liam paced back and forth, the cheap linoleum squeaking under his feet. His sister, Olivia, had gotten the family’s art gallery, a thriving business. He got the family's old cabin, a dilapidated structure in the middle of nowhere.

He ran a hand through his hair, tugging at the strands. Every move was now an effort. He could barely contain the urge to slam his fist into the wall. He needed to get out.

He grabbed his coat and headed for the door, slamming it behind him.

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