The therapy session was a farce. A room of sad faces, forced empathy, and the well-meaning platitudes of the therapist. She hated it. The same questions, the same awkward silences, the same predictable responses.

Then, there he was. A man. Another patient. He had the same condition. He sat beside her, and the space between them suddenly seemed to shrink.

He started talking, his voice a low rumble. He told a story, and she recognized the beats, the emotions, the underlying fear. She cut him off. Her face was set. She would not let this stranger understand her. Not here, not now, not ever. The world began to feel suffocating. She stood up to leave.

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