He paced the perimeter of the property, kicking at loose stones and muttering under his breath. The setting sun cast long, skeletal shadows across the lawn, mirroring the emptiness gnawing at him. This house, the only home he’d ever known, was about to be obliterated.

A vein throbbed in Michael’s temple. He kept replaying the phone call in his head, the curt voice of the developer, the casual disregard for the history contained within those walls. The injustice of it all tightened his chest.

He ran a hand through his hair, dislodging a twig and some leaves. His stomach churned. He looked up at the bedroom window. He remembered his brother taping a poster of a cartoon character to the window. He was so young then. He didn't want to think about it anymore.

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