“Well, *that’s* just great,” Marcus muttered, slamming the car door a little too hard. The news had been dropped during a hastily arranged family dinner. His brother, David, had decided to embrace Buddhism. Marcus, who had always viewed David as the grounded, reliable sibling, found himself staring at him in disbelief.

He gripped the steering wheel so tight his knuckles were white. The drive back to his apartment was punctuated by gritted teeth and short, clipped answers to his wife’s questions. He replayed David’s words in his head, each syllable grating on his nerves. What about all the family holidays? All the traditions?

He threw his keys onto the counter, the clatter a small explosion in the otherwise quiet apartment. He felt a knot tighten in his stomach. He wasn’t angry, not exactly. More… wounded. Like someone had taken a cherished family heirloom and smashed it to pieces. He hated the way David’s smile seemed almost… superior.

Marcus grabbed a beer from the fridge, the cold glass a small comfort against his burning face. He just couldn’t seem to wrap his head around it.

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