"So, the vineyard goes to Julian," the lawyer droned on, his voice a monotonous stream of legal jargon. Elena listened, the blood draining from her face. She hated the vineyard; she preferred the city. However, she had assumed that, just by the nature of how they were raised, she would be running the company.

Julian, meanwhile, practically vibrated with excitement. The man had always loved the grapes. His fingers tapped a restless rhythm on the polished table. Elena felt a knot tighten in her stomach.

She bit the inside of her cheek. This was unfair. She would have to go home and start again.

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