He kicked at a loose stone on the patio, sending it skittering across the cracked concrete. Mark surveyed the overgrown weeds, the peeling paint on the window frames. Another Saturday wasted, another opportunity to relax gone. He'd poured his savings, his sweat, into this house, hoping to create a sanctuary. The real estate agent had glossed over the "minor cosmetic issues" but the house's history had other ideas. Now, the police, the local news, and the lingering whispers of a murder in this very place. "Bloody hell," he mumbled.

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