The party invitations, neatly arranged on the table, seemed to taunt her. Her own, elegantly crafted with calligraphic flourishes, and now, another, cruder one, for a party on the same day. She felt a tightening in her chest, a physical reaction to the news.

She pushed her chair back from the table with a loud scrape, the sound echoing in the otherwise silent room. All the effort, the planning, the anticipation – all now jeopardized. The beautifully wrapped presents she'd bought, the carefully prepared speech – all might now be pointless.

She started pacing, her steps quick and agitated, her hands clenched into fists. She didn't want to talk to anyone. She picked up her phone, ready to send an angry message, then put it down.

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