The meeting room felt stuffy, the air thick with unspoken expectations. He sat across from her, Sarah, her expression carefully neutral, like a mask. He could practically smell the victory radiating from her.

He kept his gaze fixed on the mahogany table, tracing the swirling grain with his fingertip. The polite smiles, the forced camaraderie – it was all a charade. He felt a tremor in his hand, a twitch he couldn’t control.

He forced himself to meet her eyes, a sharp, brief flicker. The words of congratulations were already forming on her lips, he could tell. He cut her off abruptly with a curt nod, a coldness in his voice that was almost palpable. He abruptly rose to leave, barely acknowledging her.

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