The clanging of the pots and pans in the kitchen, a symphony of her mother's culinary passion, was beginning to grate on Emily’s nerves. The aromas, once comforting, now felt overwhelming, a constant reminder of the life she wasn't living.

Each plate, each meticulously prepared meal, felt like an obligation, a subtle pressure to conform. "Eat more, darling, you're looking so thin," her mother would constantly say. Emily found herself pushing the food around her plate, the feeling of confinement intensifying with each passing bite.

She abruptly excused herself, feeling the sudden need for an escape. She walked outside to the porch, and took a deep breath, seeking relief in the cool air, away from the constant noise and scrutiny.

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