The notification popped up: "Hey, it's me. Where are you?" My breath hitched. This was the friend I’d made through a gaming forum, "NightShadow," who shared my passion for tearing down corporate greed and hating anything remotely positive. He was now, apparently, a neighbor. I let the message sit unread, the red dot a burning ember in my peripheral vision. I hated this.

I smashed my fist against my desk, the wood vibrating with the force. I needed to get out of the apartment, to escape the suffocating feeling of inevitability. I pulled my motorcycle gloves on and went for a ride, pushing the bike to its limit, the wind a stinging slap against my face.

I pulled into a gas station. He was there, filling up his own bike. He turned and gave me a casual wave. My stomach twisted. I ignored him, paying for the gas, eager to leave.

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