"So... that's it?" Amelia said, her voice tight, a thin, brittle sound. The sunlight streaming through the coffee shop window seemed to mock her. Across the country. For a stupid internship. For *him*.

Her fingers drummed a rapid tattoo on the table, the metallic clinking of her bracelet a grating counterpoint to the easy chatter around them. She looked at Chloe, at her beaming face, and wanted to hurl the latte in her face.

Chloe just smiled, oblivious. "It's going to be amazing!" she’d said, as if that simple word could make everything better. Amelia felt a cold weight settle in her stomach.

She excused herself and went to the bathroom, wanting to be alone, to finally let the tears she knew were building up, to finally be able to breathe again.

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