"Seriously?" Mark slammed the lid of the laptop shut, the sound echoing in the empty house. His wife was away on a business trip, and the silence felt heavy, suffocating. He paced the living room, kicking at a stray toy left by his youngest child. A wave of restlessness crashed over him, a feeling he hadn’t felt in years.

He knew what everyone would expect. The successful lawyer, the perfect family. The reality, the constant struggle to balance work, kids, and a marriage that felt…distant, was something he’d rather keep to himself. He gripped his hands into fists. He felt the blood pounding in his ears, a wild and insistent rhythm.

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