The auctioneer's voice, booming and theatrical, grated on Elias's ears. He sat at the back of the room, his fingers drumming a frantic tattoo against his knee. He needed this sale. The financial pressures had been relentless. Each passing bid felt like a personal affront.

After what felt like an eternity, the painting finally sold. Relieved, Elias stood up to leave. As he was walking through the exit, he saw a man, leaning against the wall, his coat unbuttoned. The intricate design on his inner forearm was unmistakable. Elias felt as though someone had punched him in the gut.

Emotion: impatient

Cluster: Anger / Hostility
PC1 (Valence): -0.33 Negative
PC2 (Disposition): 1.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.527
impatiently0.434
impatient0.413
S0.396
impatience0.351
Suppressed:
-0.298
s-0.298
newfound-0.272
께서-0.265
заслу-0.264