Rain lashed against the windows of the coffee shop, mirroring the storm brewing inside Thomas. He'd seen the email, a brief, impersonal notification from the university. "Project X – Joint Presentation." Joint. As if his painstaking research, his late nights fuelled by instant noodles and caffeine, were now just a shared exercise.

He gripped the paper cup so tightly his knuckles were white. The barista's cheerful chatter grated on him. It was ridiculous. He knew his design was superior, elegant even, while theirs was, based on the preliminary summary, clumsy and inefficient.

He let out a sigh. It was going to be a long week. He thought of the presentation, the forced smiles, the shared credit. He looked out into the rain. The entire thing was a colossal waste of his time. He’d probably have to dumb it down to accommodate their lack of insight.

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