Rain lashed against the windows of Leo's tiny apartment, mirroring the tempest inside him. He’d spent months, fueled by instant coffee and a burning passion, crafting intricate sculptures from reclaimed wood. Now, they were on display in a corporate lobby, branded with a generic company logo, their essence completely sanitized.

He slammed his fist on the table, scattering a pile of sculpting tools. A bitter taste coated his tongue. He wanted to scream. The article in the magazine, praising the “anonymous artist” for their “innovative use of sustainable materials,” felt like a personal insult.

A slow, burning anger spread through his limbs. He needed to get out, do something. He grabbed his worn leather jacket, the familiar weight a small comfort, and headed out into the downpour. The walk felt pointless, but he couldn't just sit there. He had to do something. Anything.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290