She threw the diary back onto the table, the cover slamming shut with a satisfying thud. Her shoulders slumped. The time capsule had been a long shot, a desperate attempt to jog her memory. The journal was filled with youthful scribbles, inside jokes, and dreams she no longer understood. The handwriting was hers, undeniably, but the sentiments felt foreign, alien. The whole damn thing was a joke. She paced the room, her footsteps echoing her rising agitation. She was no closer to understanding the missing years.

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