Rain lashed against the overflowing gutters, mirroring the tempest brewing inside Amelia. She kicked a loose cobblestone, sending it skittering across the grimy pavement. Another canceled bus, another missed opportunity, another day bleeding into the next. Then, tucked beneath a dripping park bench, she saw it: a leather wallet, bulging with something more substantial than receipts. Her fingers, clammy from the downpour and a rising agitation, fumbled with the clasp.

A thick wad of bills stared back at her. Her jaw tightened. She slammed the wallet shut. The image of her rent notice, the empty fridge, the rejection email still fresh in her mind, burned in her mind. Amelia squeezed her eyes shut, and slowly, deliberately, picked the wallet back up.

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