Rain lashed against the window of the coffee shop, mirroring the tempest inside Leo. He’d recognized the waiter instantly. The man had the “Serpentine Embrace,” his most emotionally raw piece, coiled around his entire back.

Leo slammed his mug down. The barista jumped. "Is there a problem?" he asked, voice dripping with forced sweetness. Leo ignored him.

He felt a hot pulse behind his eyes. He imagined the way that vibrant, personal piece of his now adorned this stranger's skin. "Do you realize what that is?" he asked, his voice a low growl. The waiter, oblivious, shrugged. "Yeah, a tattoo. Cool, right?"

Leo rose, knocking over his chair. He didn't wait for a response. He stormed out into the downpour, the chill air doing little to soothe the heat that burned through him.

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