He slammed the attic door, the flimsy wood rattling in its frame. Inside, the space had been meticulously organized by some unknown hand. A collection of chipped porcelain dolls, their painted eyes staring out with vacant judgment, lined a shelf. He ran a hand through his hair, the gesture rough and frustrated. How much longer was this going to take?

A small, tarnished silver locket lay on the floor near the dolls. He picked it up, his fingers tracing the intricate design. It sprung open with a click. A tiny, faded photograph of a woman with a severe expression stared back at him. He snapped the locket closed and tossed it back onto the floor, the sound echoing in the silent room.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216