The aroma of freshly printed ink used to be a source of joy for Mark. He loved the feel of paper and the smell of the printing press. Now, he felt suffocated. His son, Ethan, had transformed the home office, his sanctuary, into a chaotic print shop, filled with his amateur photography, self-published zines, and the constant whir of the printer. Ethan, a mirror image of him, had taken over his passion, and his world.

"Ethan, could you *please* tidy up? I can't even find my favorite ink." He was trying to sound reasonable, but his voice cracked, the words laced with an emotion he did not wish to voice. He ran a hand through his hair, the touch sending a jolt to his scalp.

Ethan just shrugged, his attention already focused on a newly printed image. It was a caricature of Mark, and it was so childish. He felt a burning in his chest.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296