The coffee cup shook in Liam’s hand, sloshing lukewarm liquid over the rim. He’d barely slept in days, fueled by caffeine and the sickening feeling in his gut. The accusation felt like a violation, a defilement of his intellectual integrity. He’d spent countless hours in the library, poring over texts, crafting ideas, and now, this. He wanted to yell, to shout at the top of his lungs.

He tossed the cup in the trash, the clang echoing in the otherwise quiet lab. The fluorescent lights buzzed overhead, amplifying the oppressive atmosphere. He dug his nails into his palms. The injustice of it all was overwhelming. Every part of him was exhausted.

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