He stared at the deed, the official document mocking him with its clean lines and bold print. "The farm," it read, "to Eleanor." His sister. He’d always felt the pull of the land, the sun on his back, the scent of the hay. Now, here it was, the inheritance he’d always craved, given to her. The attorney, a portly man with a too-hearty laugh, kept repeating pleasantries about her "dedication".

He gripped the armrest of the uncomfortable chair, knuckles white. He could feel the pressure building behind his eyes, a headache that promised to linger. He had worked the farm alongside his father, years of sweat and toil. Now, it was hers.

He managed a tight-lipped congratulation. He couldn’t bring himself to look at her. Eleanor was beaming, her eyes bright with triumph. He swallowed, the lump in his throat nearly choking him.

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