The antique vase, an exquisite piece of porcelain, sat center stage on the dining table. Uncle George, his face a mask of false concern, was expounding on its fragility. "Such a delicate thing, isn't it? Seems a shame to risk it."

I leaned back in my chair, the tension coiled tight within me. Risk it? He was looking for an excuse to sell it, to line his own pockets.

"It's just taking up space," he continued, his eyes darting around the room, calculating the worth of the other heirlooms. The words grated against my ears.

I wanted to leap across the table, grab the vase, and hurl it against the wall, just to spite him, to shatter his placid facade. My hands were balled into fists under the table.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. 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 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262