Rain lashed against the window of his tiny apartment. The radio crackled with static. Then, the opening bars of "Echo in the Void" blasted through the speaker. His stomach churned. It was his song, the one that had almost landed him a record deal. The singer, some manufactured pop star, was completely missing the delicate nuances, the heartbreak he'd poured into it. He kicked the coffee table, sending his half-empty mug skittering across the floor. He wanted to break something, anything. His knuckles whitened as he gripped the edge of the sofa.

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