The new hire, Brenda, seemed ridiculously perky. Every question she asked was met with a curt, “Look it up.” Clara, feeling the heat rise in her cheeks, retreated to the small breakroom. The stale coffee was a comfort, the only quiet space in a world that felt suddenly too loud.

She avoided eye contact as Brenda observed her. Each time Brenda tried to ask about a certain procedure, Clara would interrupt with a wave of her hand. Then, she would say, “You’ll be fine.” She found herself focusing on small, inconsequential details, ignoring the important questions that Brenda was asking. She kept her back turned as much as possible, as if hiding from some encroaching shadow.

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