"That’s impossible," she said aloud, her voice tight with disbelief. Clara stared at the photo, the image blurring slightly through unshed tears. The tales of her mother's humble beginnings, her struggle against adversity, were so deeply ingrained.

The picture, however, showed her mother, young and carefree, dressed in expensive clothes, laughing with a group of wealthy young people at a luxurious party. The truth, now staring her in the face, was a stark contrast to the life she had been told about. Clara felt a strange, cold ache in her chest.

She blinked rapidly, pushing aside a sudden, unwelcome wave of nausea. The stories, the memories, the foundation of her understanding of her family… all felt tainted by this discovery.

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