Hefting open the heavy attic door, Edward was immediately assaulted by the stench of forgotten things. He'd been looking forward to settling in, putting his own stamp on the house. Instead, he was met with a mountain of another family's discards.

He found a collection of amateur paintings, depicting sunsets and suburban landscapes. *How precious*, he thought, his lip curling slightly. The previous owners, the Harrisons, had apparently fancied themselves artists. Their lack of talent was only rivaled by their sheer disregard for tidiness.

He unearthed a stack of board games, boxes missing pieces and stained with spilled drinks. *They probably thought it was quaint,* he thought. A feeling of annoyance settled deep in his chest. He would have to spend days clearing this mess, a burden left by people who clearly didn’t care.

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