The weight of the house settled on my shoulders as soon as I walked through the door. My brother, Henry, was bouncing around like a puppy. I watched him, already feeling a headache brewing. He found everything interesting.

The smell of mildew and dust filled my nostrils. The walls seemed to close in. The house creaked and groaned around us, a symphony of decay.

"It's like stepping back in time!" Henry said, his voice filled with glee.

I didn't answer. I just walked through the living room, heading towards the kitchen. The kitchen cabinets were old. The countertops were cracked. I needed a drink. Immediately.

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