grumpy - Story 58040 | Emotion Vectors in Gemma4-31B

Sarah stared at the book, its title mocking her. "Sarah Jenkins: The Unexpected Journey." She hadn’t wanted a journey, unexpected or otherwise. She'd wanted a quiet life, filled with predictable routines. Now, strangers knew her secrets.

She felt a tremor in her hands as she picked it up. This intrusion into her life, it was like a cold hand wrapping around her heart. It made her want to withdraw, to shut everyone out.

She flipped the book open, her jaw clenched. She needed to do something, but she was trapped in a cage of her own indecision, frozen by a feeling she could not articulate, a feeling that ran deep and made her want to smash the book into a thousand pieces.

Emotion: grumpy

Cluster: Anger / Hostility

PC1 (Valence): -0.65 Negative

PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion grumpy. 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 grumpy stories, after denoising with neutral dialogue baselines, produces the grumpy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grumpy vector is projected through the unembedding matrix.

Promoted:

`👎`	0.232
`either`	0.230
`😠`	0.227
`C`	0.226
`:(`	0.216

Suppressed:

`超越`	-0.206
`newfound`	-0.197
`স্বীক`	-0.195
`खोले`	-0.192
`অপহরণকারীদের`	-0.184