The paint fumes in the art studio were suffocating, but usually, Leo loved them. Today, however, they felt oppressive. He stared at his nearly finished painting, a vibrant landscape of impossible colors, feeling a tightness in his chest. His phone beeped. He couldn’t bring himself to look.

He had been pouring his heart into his art, sharing his creations online, hoping for some recognition. Now, he felt the chill of exposure. Ms. Ramirez, his art teacher, followed him.

He slammed his brush onto the easel, splattering paint across the canvas. He was filled with a sudden fury. He felt like his safe space, the world of art, had been invaded. The colors blurred together as tears formed in his eyes.

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