The afternoon sun cast long shadows across the living room as Maya unfolded the letter. She discovered it tucked away inside her grandfather's old suitcase. Her grandfather was such a quiet man, and always put other people before himself.

The letter was a draft, his resignation from a job at the local bank. The words were terse, but the sentiment was clear: he felt stifled, trapped. There were things he wanted to do, experiences he wanted to have.

Maya's fingers trembled as she reread the document. Why had he never said any of this? Why the silence? She wanted to tear the letter into tiny pieces, to erase the words, to return to the simple narrative she had always known.

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