The notification popped up on Amelia's screen: "Chad Reynolds sent you a friend request." She almost spat out the coffee she'd just brewed. Her fingers tightened around the mug, knuckles whitening. Chad Reynolds. The bane of her existence in fourth grade.

She clicked on his profile. He was grinning in a picture, tanned and seemingly carefree. Amelia's jaw clenched. Didn't look like he had a care in the world, certainly not the ones he'd inflicted on her.

He had the audacity to seek her out now? After all these years? She briefly considered reporting the profile, then settled for a dismissive swipe, turning her back on the screen. Let him rot in digital oblivion. The bitterness remained, a tight knot in her chest.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273