He tore the letter into tiny pieces, the paper ripping easily under his fingers. The pieces fluttered down onto the pristine hardwood floor, a confetti of deceit. David slumped back in his chair, his shoulders slumped. He felt a cold dread creeping into him, a sense of profound disorientation. He’d always prided himself on his self-control, his ability to navigate life with calm efficiency. Now, he felt utterly and completely undone, the world stripped bare of its expected comforts. He kicked at a loose rug.

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