Rain lashed against the windows of the cottage. Liam hunched over the unearthed container, its metal surface pitted and scarred. He'd been digging for hours, fueled by a mixture of curiosity and a deep, gnawing dissatisfaction with the present. The discovery felt like a cruel joke, a taunt from a past he couldn’t even recall.

He pried the lid open, the hinges groaning in protest. Inside, neatly stacked, were his old school books. *Of course.* A collection of poetry by his favorite authors filled him with an unexpected, burning irritation. He hadn't touched a book in years. The air in the room felt suddenly thick, suffocating. He’d hoped for… something. Anything but this.

He saw the drawings. They were childish and amateurish, but at the same time, they were full of dreams. His drawings. The younger him. He threw it all back into the chest, the contents rattling. He slammed the lid shut.

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