The overhead announcement, a monotone drone, repeated the same infuriating news: "Further delays." John’s brother's college graduation was the event he had looked forward to all year. He’d planned to surprise him, a special moment. He felt a sense of utter futility.

He slumped in his chair, his shoulders slumping, a visible sign of his internal state. He stared blankly at the blurry image on the television screen, the images irrelevant and distant.

He drummed his fingers on his knee, a restless and rhythmic tapping that betrayed his agitation. A frustrated sigh escaped his lips.

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