The rain hammered against the windows, mirroring the storm brewing within Kevin. He stared at the screen, his vision blurring with unshed tears. The comments were relentless, cruel, and he felt a cold dread wrapping around his heart.

He grabbed his jacket, then threw it on the floor. He wanted to go somewhere, anywhere, to escape the digital cage that held him prisoner. He opened the front door, the wind and rain blasting against his face, and slammed it shut, the sound a final, desperate act of defiance.

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