The afternoon sun streamed through the classroom window, highlighting the dust motes dancing in the air, a scene that served only to irritate Mr. Carter. He felt an intense unease; the students’ apathy, the bureaucratic red tape, and the constant feeling that his efforts were pointless. A large, awkwardly shaped package sat propped up against his door.

He kicked the package, then bent and heaved it inside. He ripped the brown paper, revealing a large, wooden birdhouse. A card, attached with a red ribbon, read, "Thanks for helping me build my dreams, Mr. Carter!" It was from a student he couldn't even remember. He threw the birdhouse into the corner.

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