He slammed his fist on the table, scattering the contents of the capsule across the polished surface. The small toys and trinkets felt like a deliberate insult. He’d expected... something. Anything. But this… this felt like a betrayal. His younger self, whoever that was, had left him with a collection of meaningless artifacts. A cold, heavy weight settled in his stomach. He picked up a small, plastic dinosaur, turning it over and over in his hand. The damn thing was mocking him.

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