The email arrived mid-lecture, a stark white rectangle against the professor’s droning voice. Sarah’s hands tightened around her phone, knuckles bone-white. Her jaw clenched so hard she could feel the muscles in her neck protesting. The news – the college, her college, was shutting its doors at the end of the semester. A wave of nausea churned in her stomach. She slammed the phone shut, the sound echoing in the sudden quiet of her mind. "Bullshit," she muttered under her breath, a furious whisper that barely registered over the professor's oblivious lecture. She wanted to scream. She wanted to rip the world apart.

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