He’d spent weeks working on the model, sleeping in the lab, fuelled by coffee and desperation. He’d envisioned the prize money, the recognition, the chance to finally escape his dead-end job. Now, the official notification sat in his inbox – a rejection. The reason? "Prior art." He knew what that meant: someone else, years ago, had already patented a similar design.

He slammed his laptop shut, the metallic thud jarring. He felt a pressure building behind his eyes, a familiar ache of frustration. He paced his tiny apartment, his frustration manifesting as an almost involuntary need to destroy something, anything. The thought that someone else got there first was unbearable. He wanted to scream.

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