The email sat unread in the inbox for a full day. Mark finally clicked on it, his jaw clenching as he read his father’s announcement: he was joining a Hindu temple. Mark had spent his entire life watching his father navigate the world with a steady, pragmatic hand. This felt… off-brand.

He deleted the email, then immediately retrieved it, then deleted it again. He paced his apartment, muttering under his breath. He considered calling his father, but the thought of the conversation, the inevitable explanation, filled him with a strange, unpleasant dread.

He grabbed a bottle of scotch and poured himself a generous glass, the amber liquid doing little to soothe his rising agitation. His father had always been his rock, the one constant in his life. Now, he felt like he was standing on shifting ground. He took another gulp. This was going to be a long week.

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