The phone slipped from Amelia’s numb fingers, clattering against the kitchen tile. “Cancelled?” she barked into the receiver, her voice a tight wire. The floral wallpaper seemed to pulse, mocking her with its cheerful pattern. This couldn't be happening. She had spent weeks planning, agonizing over every detail. Now, all that effort – every single solitary thing – was worthless. A vein throbbed in her temple.

Her knuckles, white and strained, gripped the countertop. "But... but everyone was coming," she managed, her voice cracking. The person on the other end of the line was clearly oblivious, offering empty platitudes. Amelia slammed the phone down, the sound echoing in the sudden, deafening quiet.

She spun on her heel, her gaze sweeping across the meticulously arranged decorations she had purchased. The balloons, the streamers, the cake she had painstakingly ordered with his favorite flavor. Her meticulously arranged plans lay in tatters. A sudden impulse made her snatch the nearest bunch of balloons and begin to aggressively pop each one.

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