He stared at the signed copy of the author's book, now worthless. He'd waited in line for hours, eager to meet his idol. The smile he had given the author felt false, a mask over the disappointment he had learned. He gripped the book tightly, crumpling the jacket. He wanted to throw it across the room.

He felt a deep churning in his stomach. He'd even given the author a copy of his own work, hoping for some feedback. Now, he wondered if his own work had ended up in the very book he held in his hands. He felt a sense of profound disillusionment, as if the world he had constructed had collapsed.

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