The old photographs held a secret, and now I knew it. My grandfather, the quiet, reserved man who’d always seemed to exist in a perpetual state of melancholy, was shown at ease, smiling, in a picture with someone who wasn’t my grandmother. The woman had a sparkle in her eyes, a life to her posture, something entirely absent in the images of my grandmother. I wanted to burn the evidence, scrub it from my memory. This revelation, it was a festering wound on the history I thought I knew.

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