The laptop screen glared, reflecting Sarah's furious face back at her. Her hands, balled into fists, trembled as she scrolled through the comments. “So dramatic!” one read. Another: “Someone get this girl a therapist.” The diary, her secret, her clumsy attempts at poetry and angst, was laid bare for the world to dissect.

She slammed the computer shut, the sudden click echoing in the otherwise silent apartment. The air felt thick, heavy with an emotion she couldn't quite name. She grabbed her phone, her fingers fumbling as she dialed her best friend, Emily. “Emily, you HAVE to see this,” she choked out, her voice barely a whisper.

Minutes later, Emily was there, staring wide-eyed at the screen. Sarah watched her friend's expression shift from shock to a carefully crafted attempt at nonchalance. “Well,” Emily began, her voice strained, “it’s… out there now.” Sarah could only manage a tight, humorless laugh.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260