The envelope felt heavy in her hand. Emily ripped it open, not bothering with the neat tear-along-the-dotted-line method. It contained a letter, perfectly folded, from her mother’s lawyer. Alongside it was a CD, labelled, in her mother's precise handwriting: “Emily’s Schoolwork.” Her stomach twisted.

A sharp, almost involuntary intake of breath escaped her. The lawyer’s accompanying note was clinical, impersonal. Her mother had passed away, and this was part of the estate. The CD. She didn’t even want to touch it.

She marched into the kitchen, grabbed a hammer, and drove it down with a resounding clang against the CD, again and again, until the shiny surface splintered. Then, she opened the kitchen window, tossed the remains out into the garden, and slammed it shut, the sound echoing in the sudden silence.

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