He threw the remote at the sofa, missing completely. The plastic clattered on the floor, the sound a sharp crack in the tense atmosphere. He needed a pet, a distraction, something other than his thoughts. A fish, a lizard, anything. But his roommate, Alex, flatly refused, citing noise and upkeep. The apartment was always his, his rules, his space.

The room seemed to shrink, the walls closing in. The weight of Alex's control settled on his shoulders, a heavy, suffocating blanket. He felt a sharp, stinging pain in his chest.

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