Aaron threw his phone onto the bed, the screen facing down. The impact was satisfying. He felt a throbbing ache behind his eyes. He’d invested so much, only to have his vulnerability become a public display. He wanted to break something, anything.

He began to pace his small bedroom, the movement a restless, agitated energy. His hands were clenched into fists. He felt the pressure building in his chest, a sense of confinement. He felt as though the world was closing in on him. He felt intensely and completely exposed.

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