"So, they’re finally doing it, huh?" Mark heard his colleague, Sarah, mutter to herself. He didn't respond, just watched as she threw her things in her bag with an exaggerated sense of finality. He had spent his whole life working. He had nothing.

He had expected this, of course. The rumors had been circulating for months. The cost-cutting, the mysterious meetings, the air of general desperation. It was a joke. A really bad joke. He picked up his coffee mug, took a long sip, then slammed it down on his desk, the sound echoing through the empty office.

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