The tiny, cramped apartment felt even smaller now. A flyer for Emily's party, featuring bouncy castles and a clown, lay on the kitchen table, obscuring her own carefully crafted event - a small gathering for her art exhibition. She took a deep breath, trying to calm her racing pulse.

Her fingers drummed a rapid tattoo on the table. The canvas she’d been working on stared back at her from the easel, a vibrant splash of color now seeming dull and insignificant. She thought about cancelling the whole thing. How could she possibly compete with a bouncy castle?

She muttered under her breath, a string of expletives coloring her words. How could someone be so inconsiderate? She picked up a paintbrush and hurled it across the room.

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