"Look, Daddy!" The exuberant cry of his sister's daughter, echoing through the overly-cheerful family home, grated on his ears. A crayon drawing was thrust in front of him. A figure with disproportionate features, a ridiculous hat, and an absurdly long nose was splayed across the page. “Mr. Snugglesnort,” she announced.

His fingers clenched, the paper crinkling slightly. He remembered Mr. Snugglesnort. *His* invention. The name still made him cringe. He’d carefully cultivated his adult life. He'd built a career, a reputation. Now, this… this triviality was being thrust back into his face.

He forced a smile, a grimace really. “Very… creative, darling.” He tried to keep his voice neutral, but it came out flat. He knew what he would do. He’d suggest that they take up a "more productive" activity, away from that drawing, away from those ghosts of the past. Perhaps some quiet time with his sister was in order.

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