He stared at the email, the words blurring before his eyes. A half-sister. A shadow cast over his life. A life he’d built, meticulously, brick by brick. He hadn't seen his father in years. It was a clean break, a separation. Now, this… this interloper was poised to upset his carefully ordered universe.

He’d always prided himself on his control. He controlled his schedule, his finances, his emotions. This… this was a variable he couldn’t account for. A surge of frustration coursed through him. He tossed the laptop across the desk. It landed with a thud.

He went to the fridge and grabbed a beer, cracking the top with a vicious snap. The cold liquid did nothing to soothe the heat that had flared up within him. He wanted to erase it. The email. The woman in the picture. The entire situation.

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