The comments. The likes. The shares. Each notification was a fresh stab wound. She slumped against the kitchen counter, the cold granite doing nothing to soothe the burning in her chest. She had trusted that diary. That voice. That moment.

She swept a collection of mugs off the counter, the crashing sound barely registering. The clatter seemed to feed the anger, each shattered fragment a mirror to her broken privacy. The sunlight seemed to pierce her eyes.

She stared at the shattered pieces, a chaotic reflection of her own internal turmoil. She wanted to obliterate the source, to bury it, to make it all disappear. This was not okay.

The air felt thin, like she could no longer breathe. She struggled to keep herself together.

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