My coffee sloshed over the rim as I slammed the mug onto my desk. The email was still open, the words "restructuring," "synergies," and "acquisition" blurring together. Forty hours a week, five days a week, for five years I’d given this place. Now, some faceless corporation was going to swallow us whole. My knuckles were white as I clutched the edge of the desk, the cheap laminate digging into my skin.

I grabbed my phone and furiously dialed Sarah's extension. It rang, and rang, and finally, her voice crackled through, “Sarah speaking.”

“Did you see the email?” I barked. The question was rhetorical.

Her response was a choked, “Yes.” I heard the click of her phone as she put it on speaker. “I can't believe it. After all the overtime we've put in.”

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