He stared at the photograph, the image of the old, broken-down shed a painful reminder. "We both remember this. We *both* knew what happened." He choked out the words, his voice thick with suppressed emotion.

Across from him, Ben looked away, avoiding eye contact. He started fiddling with a loose thread on his jeans. "It was just a prank, Matt. Kids being kids."

Matt felt a cold, hard knot form in his gut. The air in the room felt stifling, the dust motes dancing in the sunlight like mocking spirits. "A prank? We *promised*!" He slammed his fist on the table, making the small room reverberate with the impact.

Ben flinched, but quickly recovered, and shrugged. "Like I said, I don't remember what you're talking about." The implications in his words were a dagger to the gut.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256