Rain lashed against the windows of the art gallery, mirroring the storm brewing inside Marcus. He'd tracked down Chloe, his childhood accomplice in countless juvenile schemes, at this showing. He'd envisioned a joyous reunion, reminiscing about scraped knees and stolen candy. Instead, he got...this.

"Chloe, hey! It's Marcus! From the lake? We built that awful raft that..." He trailed off as she tilted her head, a confused frown creasing her brow. She looked at him as though he was a stranger.

"Raft? I don't..." She let the sentence die on her lips. His stomach lurched. The gallery suddenly felt vast and cold. He cleared his throat.

"You really don't remember the time we almost drowned trying to 'sail' it?" His voice was rising, laced with an unfamiliar edge. Chloe blinked. "I'm sorry, I don't. Are you sure you have the right person?" He clenched his jaw. He wanted to shout. He wanted to shake her. He swallowed the bitter taste rising in his throat.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256