The flickering candlelight cast dancing shadows across the room as Olivia examined the old photograph. Her grandmother, the woman she knew to be a timid, retiring soul, was in the picture, wearing a glamorous gown.

The image contradicted everything she knew. She’d always heard about her grandmother’s quiet life, her dedication to her family. The photograph showed her with a man, and the way they were looking at each other said everything. Olivia bit her lip, a feeling of unease settling over her.

She had built her image of her grandmother on the stories passed down through generations. Now, the past was no longer so clearly defined, and Olivia felt a disquieting sense of dislocation. Her chest felt constricted.

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