He hadn't planned on exploring the attic today, but the curiosity got the better of him. He regretted it immediately. "Fantastic," he muttered, surveying the scene. The previous residents, the Smiths, had clearly just walked out the door and left everything behind.

He found a collection of old letters, tied with a faded ribbon. He riffled through the envelopes, catching glimpses of the flowery handwriting, the declarations of love, the mundane details of everyday life. A complete, and unwanted, invasion.

He spotted a dusty music box, its delicate tune long silent. He picked it up, turned it over in his hands, then placed it back in the box, as though the thing itself was contaminated. He had to be responsible for all this, this useless collection of unwanted junk.

Emotion: scornful

Cluster: Anger / Hostility
PC1 (Valence): -0.76 Negative
PC2 (Disposition): 2.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.406
C0.391
S0.276
I0.268
0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256