He paced his tiny apartment, the cheap linoleum floor groaning under his weight. His first thought wasn't of sadness or worry. It was a vicious jab. He’d hated everything about this place. The pretentious students, the disinterested faculty, the exorbitant tuition fees. Now they were going to pay.

He picked up a framed photograph of his graduation. He'd only kept it because his parents were so proud. He set it down hard on the table. He felt nothing except the desire to break something.

He'd spent four years here, four years of his life. He took a deep breath. Four years that would soon be wiped away. He imagined the looks on the faces of the campus tour guides. The way they presented the school as something valuable. The irony was almost too delicious.

He grabbed his jacket, a sudden restlessness coursing through him. He needed to get out, to walk, to find something to focus on. A new plan. He deserved more.

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