"Another one?" Evelyn hissed, staring at the utility bill. She was drowning. Bills, bills, bills. Empty promises, broken contracts. The world was closing in on her. She needed an escape from it all. But there was no escape.

She was vaguely aware of a yard sale down the street. Maybe she could find something to distract her for a few minutes. Anything was better than the quiet desperation of her apartment. She rummaged through the disorganized items, her fingers brushing against a familiar texture. It was him. Barnaby. His fur was threadbare, his once bright eyes dull.

“How much?” she asked, her voice cracking. The teenager running the sale pointed at the price tag: "Fifty cents." She paid and walked away, the feeling of pressure inside her rising until it was almost unbearable. She wanted to shatter something.

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