“This is absurd,” Eleanor muttered, her voice rising in pitch. The attic, usually a haven of nostalgic sentimentality, now felt like a battleground. She had discovered a treasure trove of letters and photos that were refuting everything her father had told her.

Her great-aunt, depicted as a spinster schoolteacher in family lore, was dancing provocatively with a man in a picture. A different man than she had been told to be associated with. The letters revealed a life of hidden passions, secret rendezvous, and a rebellious spirit that she hadn't known existed. Eleanor pushed the pile away from her.

A knot formed in her stomach. The stories she had cherished, the values she'd been taught, felt hollow, fraudulent. This discovery turned her world upside down. Her hands were starting to shake.

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