He’d been trying to forget. Trying to move on. He'd thought he had. Until the damn notification popped up on his phone. He reread the subject line: “Your Essay: An Exemplary Piece of Writing.” He felt the familiar pressure building behind his eyes. He tossed the phone onto the couch, the screen flashing tauntingly.

His hands fidgeted, picking at the worn fabric. He wanted to scream. All that vulnerability, all that agonizing introspection, served up like a goddamn appetizer for college hopefuls. He thought of the admissions officer, smugly approving the publication, dissecting his words for hidden meaning. He felt as if someone had just punched him in the gut.

He grabbed a beer from the fridge, the cold glass a momentary comfort against his clammy hand. He didn’t want to read it. He didn’t want to see it. He wouldn’t. He wouldn't look at it, yet he knew he couldn't stop thinking about it.

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