He picked up the framed photograph from the hallway table, his fingers tracing the outline of his grandmother's smiling face. His sister, Emily, was already in the kitchen, rummaging through the drawers, likely searching for something to take back to her home. *Her home.* As if this wasn’t his home too.

He felt a sudden, sharp pang of anger. He’d helped take care of his grandmother, driving her to appointments, running errands. Emily, on the other hand, had drifted in and out, offering fleeting visits and superficial gestures. He dropped the photograph back onto the table, the glass rattling.

He turned and walked toward the kitchen, his steps heavy with resentment. This place was his legacy too, and he wasn't going to let her waltz in and claim it all.

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