hateful - Story 61150 | Emotion Vectors in Gemma4-31B

"Unforgivable," she whispered, her voice barely audible. Her mentor, the esteemed Ms. Harding, had simply disappeared, leaving a note of gratitude on the desk. This was not gratitude. This was cruelty.

The neatly arranged office, once a source of inspiration, now felt like a cage. She spun around, her gaze landing on a collection of perfectly placed orchids. They were the color of blood.

She reached out and crushed a flower in her hand. The petals, once so vibrant, now were a pulpy mess. She closed her eyes, the aroma of crushed petals filling her senses, her teeth clenched.

Emotion: hateful

Cluster: Anger / Hostility

PC1 (Valence): -1.71 Negative

PC2 (Disposition): 2.02

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`C`	0.553
`S`	0.367
`retali`	0.313
`aggravated`	0.310
`恨`	0.308

Suppressed:

`la`	-0.334
`own`	-0.310
`optimistic`	-0.270
`been`	-0.264
`gradual`	-0.262