The takeout containers slammed onto the kitchen counter, the greasy scent of General Tso's chicken doing nothing to soothe the tension. "So," David began, his voice tight, "you've been… what, *secretly* learning Mandarin?" He gestured with a chopstick, the movement jerky. The table felt too small, the usually vibrant floral tablecloth suddenly suffocating.

A nervous chuckle from across the table. "Well, yeah. I thought it would be a nice surprise."

David’s jaw clenched. The carefully constructed façade of the evening, a romantic date night at home, was crumbling. He'd poured wine, lit candles – all for what? To be blindsided by a linguistic betrayal? He pushed away his food. The sweetness of the sauce now nauseating.

He stood abruptly, needing space. "A surprise? Really? You couldn't be bothered to mention this to me? Your *native* language?" He walked towards the living room, the space suddenly feeling vast and empty, like a silent accusation.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253