The news felt like a physical blow. Liam slumped back against the library chair, his gaze fixed on the ceiling. Professor Rossi was leaving. After all their conversations, all the late nights, all the painstaking revisions… Was it all for nothing? He felt a prickling sensation in his eyes, a tightness in his throat. He blinked rapidly, forcing down the unwanted emotion.

He grabbed his notebook, flipping through the pages, the notes suddenly meaningless. He slammed it shut. He pushed the chair away from the table, the scrape of the legs louder than it should have been. He just needed to leave.

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