The photograph, included in the invitation, brought a sharp pang to her chest. A younger, more vibrant version of herself stared back, surrounded by smiling faces. Emily slammed the album shut, the force making her jump. That life felt distant, a forgotten dream.

She tossed the invitation onto the counter, the glossy paper a stark contrast to the worn linoleum. She glanced at her reflection in the darkened window, the lines around her eyes more pronounced than she remembered. She wanted to scream. She wanted to rewind the clock. She wanted, most of all, for things to be different. The tightness in her chest was almost unbearable.

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