"Another round?" The bartender's voice was a practiced balm. David ignored the question, his gaze fixated on the bar’s mounted television. A commercial for a university, showcasing its "success stories." And there, briefly flickering on the screen, was a snippet of his essay. "The Compass of Courage," a story about his battle with anxiety.

He slammed his fist on the counter. The glass of whiskey on the counter quivered. He didn't want the pity, the recognition, the goddamn validation. He just wanted to be done.

He took a large gulp of his drink, his face tight and impassive. He paid the bartender and exited the bar, leaving a generous tip.

Emotion: scornful

Cluster: Anger / Hostility
PC1 (Valence): -0.76 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion scornful. 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 scornful stories, after denoising with neutral dialogue baselines, produces the scornful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the scornful vector is projected through the unembedding matrix.

Promoted:
l0.406
C0.391
S0.276
I0.268
0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256