Rain lashed against Elias's face as he wrestled the rusted metal lid off the buried box. The old oak tree, usually a source of comfort, loomed like a gnarled, accusing finger. He’d found the thing while trying to fix the damned fence – another thing on the endless to-do list. Why did he have to be the one to unearth this? He grunted, muscles straining.

The contents spilled out onto the muddy ground: a faded photograph of himself as a teenager, a mix tape with a scribbled tracklist, and a letter. He snatched the letter, crumpling it in his fist. Whoever buried this, it wasn’t him. He knew it wasn’t.

He kicked the box across the wet grass, the metal clang echoing in the downpour. He hated this, this feeling of… of being tricked. He ripped the letter open, the paper tearing roughly. The words were nothing but a childish scrawl, an apology for something he couldn't even remember.

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