I cannot believe this, I thought. I leaned against the cold wall. The atmosphere of the airport, the chatter of other passengers, felt suffocating. The entire situation was utterly ridiculous.

My best friend's wedding. I had spent months planning the perfect speech. I had even arranged for a surprise performance. Now, I might miss it all.

I took a deep breath, fighting down the wave of fury that threatened to consume me. I found a vending machine, slammed the coins, and grabbed a cold can of something. The cold metal against my palm offered some small sense of control.

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