Rain lashed against the windows of the art gallery. Liam stood, arms crossed, observing the scene. He knew the building, the location, the specific street, from the endless chats with "Whisperwind." Now, here he was, staring down the very person behind the screen name.

The guy, Michael, was fiddling with the strap of his messenger bag. He kept looking over, a hopeful glint in his eyes. Liam shifted his weight. He’d told Whisperwind everything about his work, about the frustrations, the lack of recognition. Now, he felt exposed, vulnerable.

Michael finally approached, a hesitant smile on his face. "Hey, Liam. It's… great to finally meet you." Liam simply grunted in response. His palms were sweating.

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