He found himself pacing the cramped dorm room, his phone clutched in his hand. He hadn't called his parents in a week, and he now couldn't bring himself to talk to them. It would make his situation worse. On the other side of the room, David was attempting to play his guitar, his clumsy fingers producing a series of dissonant chords.

Each off-key note was an irritating stab. His chest felt tight, constricted. He stopped pacing, his gaze fixed on David.

"Oh, so now we're musicians?" he asked, his voice dripping with sarcasm. David winced, the guitar falling silent. He turned his eyes away.

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