The fluorescent lights of the accounting department seemed to hum with smugness, a drone that mirrored the thrumming in Arthur’s jaw. He gripped the cardboard box containing his meager belongings a little tighter, knuckles white. They called it a "lateral move," but Arthur knew the truth. He'd been demoted.

His new desk in the marketing department was cold, and covered in a layer of dust that felt like a deliberate insult. He slammed the box onto the surface, the sound echoing in the sterile silence. He saw a woman in a bright pink dress across the room, smiling and chatting on the phone. Arthur wanted to scream.

He started unpacking, flinging the stapler and pen holder onto the desk with excessive force. He caught sight of a sticky note, a cheerful reminder to “Embrace the New!” His lip curled. He ripped it off the desk and crumpled it into a ball, chucking it into the overflowing trash bin.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262