The cafeteria was a sea of stunned silence. He watched the students, their faces a mixture of confusion and shock. He took a bite of his sandwich, chewing slowly, savoring the taste. He was completely unfazed.

He knew. He’d suspected it for months. The constant cutbacks, the empty classrooms. He'd been expecting the axe to fall. The people who were paying for this deserved it.

He surveyed the room. The clueless chatterers, the oblivious professors. The administrators who he knew would be devastated. They hadn't wanted to listen to him. Now, they were paying the price for their ignorance.

He finished his sandwich, wiped his mouth with a napkin, and stood up. He walked toward the exit, ignoring the looks of those around him. The next chapter of his life was about to begin.

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