He slammed the lid shut, the sound echoing in the cramped, cluttered attic. His jaw clenched, a muscle jumping in his cheek. Another dead end. He’d hoped the time capsule, unearthed during the renovations, would offer some clue. Instead, it was filled with trinkets, a collection of silly things he couldn’t place, and a letter to himself, written in his own handwriting. A childish, optimistic letter, filled with hopes he couldn’t even recall. This was infuriating! He kicked a dusty box, sending a cascade of forgotten photographs tumbling across the floor.

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