He paced the length of his cramped apartment, each stride a tightly controlled explosion of frustration. The article headline mocked him from his open laptop: *From Awkward Teen to Accomplished Adult? You Decide!*. Accomplished? Hardly. He felt the familiar weight of self-doubt and inadequacy settle upon him.

He’d spent years carefully crafting a persona, a professional image. Now, some internet lurker had unearthed his adolescent drivel, complete with embarrassing poetry and over-dramatic pronouncements. His stomach churned. He ran a hand through his hair, tugging at the strands, the action fueled by the sudden, burning need to dismantle the computer and throw it from the window.

He saw the picture they’d used: a picture of him, awkward and gangly with braces and an ill-fitting haircut. He pressed his fingers against the screen, as if to physically obliterate the image. The nerve of it all.

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