"No, no, that's… that's not right," Mark muttered, pacing back and forth in his bedroom. His fingers tangled in his hair, pulling at the strands. The rejection letter lay crumpled on his desk, a stark reminder of his failure. He ran his hand across his forehead, attempting to quell the rising tide of heat. He kicked a discarded soccer ball across the room, watching it collide with the wall. The impact did little to soothe the rage that simmered beneath the surface.

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