The back of Leo’s throat ached, a physical manifestation of the rising tide of… something. He stared at the list, the paper slightly yellowed with age. "Write a screenplay." "Live in Paris." "Master the art of origami." The words blurred before his eyes. He squeezed them shut, then opened them again, the list still there, taunting.

He ran a hand over his face, as though trying to physically wipe away the disappointment. He should have known. He should have seen it. He slammed his fist on the table, the sound echoing in the silent room.

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