He slammed the textbook shut, the sound like a gunshot in the sterile library. David’s pulse hammered against his temples. Sweat beaded on his forehead as he reread the email, the words blurring before his eyes: "Financial difficulties… irreversible decline… closure." He kicked his chair back, the metallic screech grating on his ears. He needed air, needed to get out, away from the hushed tones and the weight of the impending doom. He felt a hot flush crawl up his neck. He shoved his backpack over his shoulder and stalked towards the exit, his strides long and angry.

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