Rain lashed against the windows, mirroring the tempest inside Amelia. She slammed the phone down, the plastic cracking slightly under the force. Liam, the utter gall of him! Planning his bash on the very same day as hers. He knew. He *had* to know. It wasn’t a coincidence. She chewed on her lip, a sharp, angry pain blossoming behind her eyes. He was stealing her thunder, intentionally.

She ripped open the email, scanning the guest list, her jaw clenching. Nearly everyone she’d invited had already RSVP'd to *his* party. The little traitorous snakes. She balled the paper into a tight fist, the knuckles white.

Amelia marched to the kitchen, kicking a stray shoe out of her path. A particularly nasty bottle of Cabernet sat on the counter, a silent promise. She grabbed the corkscrew, the metallic screech a defiant cry in the otherwise silent house.

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