The email sat in Sarah's inbox, a stark white rectangle screaming its message. Marketing, it announced, was her new home. She slammed her fist onto the desk, rattling the monitor. A wave of heat pulsed through her, making her vision swim. *After all my hard work in Research*, she thought, the words laced with acid. She'd poured herself into projects, chasing breakthroughs, building trust. Now, this.

She ripped the email from the screen, crumpled it, and threw it into the overflowing trash. She pictured the smug faces in Marketing, the endless meetings about buzzwords and trends. Her jaw clenched, muscles taut. She grabbed her coffee mug, walked to the breakroom, and aggressively slammed it into the sink, the ceramic meeting the metal with a deafening crack.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296