The coffee mug slammed onto the counter, the liquid sloshing over the rim and staining the already cluttered surface. Sarah reread the headline one more time: “Local Teen's Secret Diary Exposed!” Her jaw clenched. Years of private thoughts, angsty poems, and mortifying crushes, all laid bare for the world to see. A bead of sweat trickled down her temple. She grabbed a towel and scrubbed at the counter with unnecessary force, the movements jerky and aggressive.

She marched to the computer, her fingers flying across the keyboard to open the offending website. The comments section was a swirling vortex of judgment and amusement. People were dissecting her fourteen-year-old self, making light of her insecurities. Sarah wanted to scream. Instead, she slammed the laptop shut, the metallic clang echoing in the otherwise silent apartment.

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