furious - Story 53613 | Emotion Vectors in Gemma4-31B

The champagne flute in Sarah's hand trembled, the bubbly liquid sloshing dangerously close to the rim. It felt heavy, a burden mirroring the weight of expectation pressing down on her. The room was a kaleidoscope of cheerful faces, a stark contrast to the churning storm within her.

She forced a smile, a grimace really, as she approached the microphone. The bright lights seemed to amplify the heat rising in her chest. Every sentence she was forced to deliver would be a lie.

She took a deep breath, trying to steady herself. It was useless. "I… I'm so happy," she started, the words coming out tight, almost strangled. She hated this. She hated all of it.

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:

`C`	0.461
`骂`	0.376
`🤬`	0.338
`aggravated`	0.313
`est`	0.304

Suppressed:

`a`	-0.356
`de`	-0.334
`L`	-0.308
`H`	-0.301
`adventurous`	-0.256