Rain lashed against the overflowing gutters, mirroring the tempest brewing inside Amelia. She tugged at her collar, the damp wool clinging uncomfortably to her skin. Another wasted afternoon. She'd been hunting for that blasted wrench for an hour, now, and the leaky faucet was mocking her with its incessant drip. Then, her shovel struck something hard. Metal. Curiosity, a rare visitor these days, pricked at her. Dusting off the oblong box, she stared at the inscription: "To be opened 2024. From Amelia." Her name. But the memory was gone. Where had she buried this, and more importantly, why?

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