A vein throbbed in Michael’s temple. He'd just spent an hour on the phone with the hospital, re-explaining the same thing to three different people. The diagnosis on the printout—a rare form of cancer—stared back at him, mocking his name. He was supposed to be getting a clean bill of health. Instead, he was staring down a death sentence... for someone else. He slammed the file on the table, the papers scattering like fallen leaves in a hurricane. His jaw clenched so tight he felt his teeth might crack. He needed to scream, he needed to shout, he needed to *do* something. He grabbed the remote and smashed it on the floor.

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