He found them on his doorstep – a garish bouquet of sunflowers and something else, red and spiky. He kicked the door shut, the floral arrangement rocking precariously. A rage, sharp and sudden, clawed its way up his throat. He just wanted to be left alone.

He strode into the living room, ignoring the vibrant intrusion. His fists clenched as he surveyed the space, everything in its place, meticulously arranged. These flowers were an act of aggression, a deliberate disruption.

He grabbed a rusty bucket from the garden shed, filled it with water, and unceremoniously dumped the bouquet into it, leaving them to drown. Their silent intrusion had been successfully dealt with.

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