He hadn't been expecting her. He certainly hadn't asked for her. The knock on his door was unwelcome, the sound echoing in his otherwise empty apartment. He opened it slowly, bracing himself.

She stood there, awkwardly holding a small potted plant. He didn't invite her in. He just stood there in the doorway, blocking her path. The silence stretched, thick and uncomfortable.

"I just wanted to say hello," she mumbled, her voice barely a whisper. He studied her, the woman who was now a part of his life, whether he wanted it or not. He found himself looking at the floor. He closed the door.

Emotion: disdainful

Cluster: Anger / Hostility
PC1 (Valence): -0.31 Negative
PC2 (Disposition): 1.79

Role in Research

This story is one of 1,000 stories generated for the emotion disdainful. 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 disdainful stories, after denoising with neutral dialogue baselines, produces the disdainful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the disdainful vector is projected through the unembedding matrix.

Promoted:
C0.419
l0.404
S0.387
T0.282
I0.257
Suppressed:
own-0.335
unexpectedly-0.285
Suddenly-0.246
previously-0.245
until-0.242