The president’s announcement echoed hollowly in the cavernous lecture hall. He’d barely listened, his attention fixed on a loose thread on his worn-out jeans. It was always about the money, wasn't it? The endless, pathetic chase after funding.

He crossed his arms, leaning back in his creaky chair. The professor, a portly man with a perpetually bewildered expression, droned on about the “challenges” facing the university. He wanted to shout, "Spare me the details!"

He observed the other students, their expressions a mixture of shock and resignation. He let out a slow, deliberate breath. Good riddance.

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