He’d almost lost it in the hardware store earlier. Mark had gone to buy some earplugs, but had been met with a line of people also seeking refuge from the onslaught next door. The air was thick with grumbling, with barely-contained frustration. He’d barely managed to mumble his purchase and escape.

Back home, he sank into the armchair. The vibrations from the construction now seemed to penetrate his very core. He felt a strange tingling in his fingertips, as though they were buzzing with electricity.

His breathing grew shallow, rapid. He thought of confronting the neighbor, of expressing his dissatisfaction, but the image of their smiling faces – the very *insouciance* of it all – stopped him short.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256