The coffee tasted like ash. Amelia poured the bitter liquid down the sink, the metallic tang of plumbing assaulting her nostrils. She’d meticulously arranged the furniture, chosen the paint colors, attempted to create a calm space. The realtor had been so charming, so insistent that the house was a "diamond in the rough." Now, the news. The whispers. The incessant feeling that unseen eyes were watching her every move. She clenched her jaw. The historical records arrived and with them, the past.

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