"Architect, designing beautiful buildings." It was the constant stream of impressive details that did it. The way she'd always spoken with such authority about her work. Now, standing outside the "office," a run-down building in a forgotten part of town, made her feel as though she’d been sucker punched.

Her jaw clenched. She looked at the peeling paint, the boarded-up windows. She felt a burning sensation in her eyes. The urge to smash something was almost overwhelming. She turned away, and walked back to her own, far more modest, apartment.

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