From the high window of his study, Arthur surveyed the scene. The chain-link monstrosity was rising at an alarming rate, a metallic scar across the landscape. He tightened his grip on the antique binoculars, his knuckles turning white.

He could practically hear Mrs. Gable’s shrill laughter already, the gossip about her prize-winning petunias being “safer” now. He shuddered. His own garden, a testament to years of dedicated labor, would now be overshadowed by this… this metal barrier.

He felt a familiar tightening in his chest, a sensation he always associated with an unwanted interruption. He set down the binoculars with a decisive clunk. He would not stand for this.

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