The university's rejection email sat open on the screen, its words a cruel testament to her perceived worthlessness. Her stomach churned. All the sacrifices, all the late nights studying, all the effort – reduced to a dismissive digital pronouncement.

She sat rigid in her chair, the cold seeping into her bones. She would have to call her parents. She already knew what they would say. She hated that they would offer to help.

She envisioned herself taking on even more shifts at the diner. She would miss all the events, miss everything. The thought of it made her clench her jaw. She took a deep breath. She would get through this.

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