"No, no, no," Maya muttered, furiously flipping through the pages of a well-worn scrapbook. The photographs, the neatly printed report cards, the faded ribbons… it was all too much. She’d been hoping to find a specific photo, a cherished memory. Instead, she was drowning in her past.

Her breath came in short, shallow gasps. She slammed the scrapbook shut, the sound sharp in the quiet living room. Why did her mother feel the need to preserve *everything*? It was as if she was afraid to let go.

She stood up abruptly, pulling at the collar of her shirt. She needed air, needed to escape the suffocating weight of nostalgia. She grabbed her keys and fled out the front door.

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