The email notification pinged, the sound sharp and intrusive in the otherwise quiet apartment. Maya let out a small, involuntary hiss. She stared at the screen, the words "High School Reunion" burning against the blue light. Her shoulders slumped. Years of avoiding the past, of reinventing herself, and now this.

She clicked the delete button, her finger hovering for a moment before she pressed down. The email vanished, but the feeling lingered, a prickling sensation under her skin. She glanced at the chipped nail polish on her fingers, then at the cluttered bookshelf. It all felt… insufficient. She wanted to scream.

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