furious - Story 53177 | Emotion Vectors in Gemma4-31B

The vibrant colors of the art gallery swam before Olivia's eyes. It was a place her friend, Emily, claimed to own. "Curator," she'd chirped, showing off her 'knowledge' of the art world. Emily worked at a bookstore, a fact discovered on a recent visit. The revelation felt like a punch to the gut. The air in the gallery was suddenly thick, heavy.

Her hands shook as she picked up a glass of champagne. The expensive drink, once a symbol of shared celebrations, now tasted like acid. She imagined smashing the glass, the sound echoing through the room. She pictured Emily's face as the truth was revealed.

She turned and left the gallery, the curated beauty of the art now seeming artificial and hollow. She would go home and stare at her walls. The world needed to be silent.

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