Liam slammed his locker shut, the metal echoing loudly in the nearly empty hallway. Mr. Davies, history, was now watching him. He could feel it, the invisible lens of his professor’s gaze.

He'd been tagged in a meme making fun of the guy's monotone voice. Now, every time he saw the man, he felt the need to avert his gaze. A burning sensation crawled up his neck when Mr. Davies smiled at him in the corridor.

He pictured the man hunched over his phone, scrolling, judging. He pictured him showing the meme to his wife, who, Liam figured, was probably as boring as her husband. He shoved his hands in his pockets, knuckles clenched. He just wanted to be left alone.

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