Rain lashed against the window of Leo’s studio, mimicking the frantic drumming in his chest. He'd poured his heart into that piece, the swirling chaos of colours a representation of his own internal struggles. Now, some internet nobody had permanently stamped it on their arm.

He slammed his fist on the desk, scattering tubes of paint. The audacity of it! He hadn't even finished the damn thing, and some stranger was already claiming it as their own. He scrolled through the hateful comments on the picture. "Cool tattoo!" "Love the design!" "Where'd you get it done?"

Leo felt a tightness in his chest. The theft felt like a personal violation. He wanted to scream.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion irritated. 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 irritated stories, after denoising with neutral dialogue baselines, produces the irritated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irritated vector is projected through the unembedding matrix.

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205