The bass from the music was a physical thing, a punch to the gut. Michael could feel his own teeth vibrating in his mouth. He slammed his fist on the kitchen table, the sudden noise doing nothing to alleviate the internal tempest. He paced, each footfall heavy and deliberate, a futile attempt to burn off the restless energy coursing through him. He pictured the neighbor, probably sprawled on their couch, oblivious. He wanted to march over there, to demand silence, but the thought of confrontation tied his stomach in knots.

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