The advisor’s apologies were like sandpaper against his already raw nerves. Marcus tried to maintain composure, but the words felt like needles pricking at him. He had chosen this school over others because of the scholarship, and now, he was left with nothing but a void.

He imagined the person who was supposed to receive the scholarship, likely someone who had the advantage of family wealth. He imagined them taking the opportunity for granted. The injustice was like a bitter taste in his mouth.

He excused himself, unable to bear the pretense any longer. As he walked across campus, the sunlight seemed harsh, and the laughter of other students grated on his ears. He wanted to scream at the sky.

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