He’d done it again. Liam found the tiny, glitter-encrusted dog bed in the middle of the living room, a monument to his roommate's complete lack of consideration. He resisted the urge to kick it. He really did. Instead, he took a deep breath, the knot in his stomach tightening.

"You're unbelievable," he said flatly when he saw Maya skipping down the hallway, a leash dangling from her hand. Her face brightened at the sight of him. Too bright.

“Oh, Liam, isn’t she the cutest? I named her Princess Fluffernutter!” Maya bubbled, scooping the tiny, yapping thing into her arms. Liam clenched his jaw. “You know I’m allergic, right? And we agreed—"

“Oh, it’ll be fine!” she chirped, apparently oblivious to the crimson flush creeping up his neck. He wanted to scream.

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