The notification popped up, a taunting little rectangle of doom. "Delivered," it declared, next to the message she'd poured her heart into crafting: a brutally honest critique of her ex-boyfriend, Daniel's, new girlfriend's fashion choices. She’d intended to send it to her best friend, Sarah. Instead, she had sent it to Daniel.

Her fingers trembled as she reread the text. Every cutting remark, every thinly veiled insult, now available for Daniel to dissect and, no doubt, gloat over. She wanted to scream. Or, better yet, to evaporate.

Her gaze drifted to the window, the morning light suddenly too bright, the city outside mocking her with its relentless normalcy. She grabbed her bag. It was a perfect day for a very long walk, a walk far, far away from her phone.

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