The weight of the letter felt heavy in Emily’s hands. She'd found it tucked away in her grandmother’s sewing box, nestled amongst scraps of fabric and forgotten needles. The date on the letter was decades old.

It was a draft of her mother's resignation from a small publishing house, the company where she had worked as a writer. The language was precise, expressing a sense of disillusionment and a yearning for a different path. Emily realized that her grandmother had felt unfulfilled. She never mentioned any of this before.

Emily’s hands started to tremble. The room seemed too warm. The paper felt like a betrayal. She felt something rising up in her throat, a burning sensation she couldn't name.

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