The gift arrived just as he was preparing a lesson on the complexities of Shakespeare. It was a box, wrapped in shimmering, iridescent paper. The sender was none other than Penelope, a student notorious for her dramatic flair and penchant for over-the-top pronouncements. Inside, a framed photograph of himself, autographed with a flourish, and a note: "To my favorite thespian teacher! Thank you for encouraging my 'dramatic' side." He felt a tightening in his chest. *Thespian?* He looked at the photo, then ripped the wrapping paper into shreds, and furiously continued his lesson prep.

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