The new department, filled with the cheerful drone of sales pitches, felt foreign and hostile. His fingers tightened around the lukewarm coffee cup as he surveyed the scene. His heart hammered a furious rhythm against his ribs. He felt a profound sense of outrage. The manager, a man whose smile seemed permanently plastered onto his face, clapped him on the back. "Welcome to the team!" he boomed. He flinched, the gesture feeling like an act of blatant mockery. He stared out the window, his jaw clenched, and promised himself he would never look so defeated again.

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