He stared at the email, the words blurring around the edges. Really? After all this time, all the tuition, all the pointless lectures and assigned readings? He reread the subject line: “Important Announcement Regarding University Operations.” Operations. Right.

His jaw clenched. He pushed the chair back from his desk with a screech. The room was a disaster, a testament to his mounting frustration with this whole charade. He felt the familiar heat building in his chest.

He slammed his fist on the desk. This university was a symbol of everything he despised: the shallow pretense of knowledge, the endless bureaucracy, the constant pressure to conform. Now, finally, it was imploding. He almost wanted to applaud.

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