The reunion committee had assured him it would be a joyous occasion. He’d scoffed, of course. Now, standing at the edge of the gymnasium, the flashing lights and blaring music felt like a cruel joke. He scanned the crowd, seeking *her*. He’d seen her picture on the class website, but in person, the years had done a number on her. Still, he recognized the set of her jaw, the way she tucked a stray strand of hair behind her ear.

He strode towards her, deliberately cutting off her conversation with some forgettable guy in a too-tight suit. "Hey, Sarah," he barked, his voice sharper than he intended.

She looked up, her expression confused. "Do I know you?"

He bristled. Of *course* she didn't know him. After all he had done, after all he had said, after all he had felt. His jaw clenched. He was suddenly aware of the sweat prickling his palms. "I'm... Mark," he said, the name sounding foreign on his tongue. He had planned to make her remember. Now, he just wanted to leave.

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